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README.md

@@ -1,3 +1,64 @@
 ---
-license: creativeml-openrail-m
+language: en
+tags:
+- nutrifit
+- eating-disorders
+- healthcare
+- text-classification
+license: mit
+datasets:
+- custom
+metrics:
+- accuracy
+- f1
+model-index:
+- name: Postmantest
+  results:
+  - task:
+      name: Text Classification
+      type: text-classification
+    metrics:
+    - name: accuracy
+      type: accuracy
+      value: 0.95  # Replace with actual value
+    - name: f1
+      type: f1
+      value: 0.92  # Replace with actual value
 ---
+
+# Postmantest
+
+This model is designed to provide information and support related to eating disorders and nutrition. It uses DistilBERT architecture fine-tuned on a custom dataset.
+
+## Model Type
+Text Classification using DistilBERT
+
+## Intended Use
+This model classifies text inputs related to:
+- Eating disorders information
+- Nutrition questions
+- Support resources
+
+## Training Details
+- Base model: distilbert-base-uncased
+- Number of labels: 182
+- Fine-tuned with augmented data
+
+## Usage Example
+```python
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+tokenizer = AutoTokenizer.from_pretrained("venoliah/Postmantest")
+model = AutoModelForSequenceClassification.from_pretrained("venoliah/Postmantest")
+
+# Example usage
+text = "What is anorexia?"
+inputs = tokenizer(text, return_tensors="pt")
+outputs = model(**inputs)
+```
+
+## Labels
+SCOFF_questionnaire_anorexia, about, activity_modifications, afternoon, angry, anorexia_bulimia_link, anorexia_characteristics, anorexia_definition, anorexia_diagnosis, anorexia_symptoms, anorexia_types, antidepressants_ssris, antidepressive_medications_role, anxious, ask, atypical_antipsychotics_role, behavioral_therapies_role, binge_eating_help, biochemical_factors_anorexia, blood_chemistries_role, bulimia_after_anorexia, bulimia_definition, bulimia_symptoms, cardiovascular_effects_anorexia, casual, causes_anorexia, causes_of_anorexia, cbc_esr_role, cisapride_role, clinical_history_findings_anorexia, common_traits_of_anorexia_patients, complications_anorexia, compulsive_behaviors, creation, death, default, delayed_anorexia_diagnosis_risks, depressed, dermatologic_effects_anorexia, disorders_associated_with_anorexia, done, dsm5_criteria_anorexia, early_stage_anorexia, eating_behavior_vs_weight, ecg_role, efficacy_of_psychotherapies, electrolyte_supplements_role, emotional_effects_of_eating_disorders, endocrinologic_metabolic_effects_anorexia, evening, fact-1, fact-10, fact-11, fact-12, fact-13, fact-14, fact-15, fact-16, fact-17, fact-18, fact-19, fact-2, fact-20, fact-21, fact-22, fact-23, fact-24, fact-25, fact-26, fact-27, fact-28, fact-29, fact-3, fact-30, fact-31, fact-32, fact-5, fact-6, fact-7, fact-8, fact-9, family_based_therapy_role, fear_of_physical_activity, fear_of_weight_gain, fertility_reproduction_anorexia, fluoxetine_role, friends, gender_and_eating_disorders, genetic_factors_anorexia, gi_system_effects_anorexia, goodbye, greeting, happy, hate-me, hate-you, help, imaging_studies_role, impairment_likelihood_anorexia, induced_starvation_anorexia, inpatient_care_content, inpatient_care_contents, inpatient_care_indication, jokes, joyful, lab_findings_in_anorexia, lab_testing_role, learn-mental-health, learn-more, liver_function_studies_role, location, loneliness, long_term_monitoring, maccat_t_role, medical_risks_of_eating_disorders, medications_for_anorexia, medications_in_children, medications_role, medications_used, meditation, mental-health-fact, mental_health_after_weight_recovery, mood_and_anxiety_disorders, morning, name, neurologic_effects_anorexia, neutral-response, night, no-approach, no-response, not-talking, olanzapine_role, pandora-useful, pathophysiology_anorexia, patient_education_anorexia, patient_information_sources_anorexia, peaceful, physical_effects_of_anxiety, physical_findings_anorexia, powerful, prevalence_anorexia, prevalence_of_eating_disorders, preventing_refeeding_syndrome, problem, prognosis_anorexia, psychiatric_findings_anorexia, psychological_therapies_for_anorexia, psychotherapies_efficacy, psychotherapies_role, ranzcp_guidelines, refeeding_in_anorexia, refeeding_strategies, refeeding_syndrome_prevention, renal_system_effects_anorexia, repeat, risk_factors_anorexia, role_age_anorexia, role_lab_testing, sad, scared, self_insecurity, signs_of_starvation_in_anorexia, signs_symptoms_anorexia, skill, sleep, something-else, specialist_consultations, ssris_role, staging_anorexia, stressed, stupid, suicide, thanks, treatment_methods, treatment_overview, understand, user-advice, user-agree, user-meditation, vital_signs_in_anorexia, vitamins_fat_soluble_role, worthless, wrong
+
+## Limitations
+This model should not be used as a substitute for professional medical advice, diagnosis, or treatment.

config.json

@@ -0,0 +1,396 @@
+{
+  "_name_or_path": "distilbert-base-uncased",
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "hidden_dim": 3072,
+  "id2label": {
+    "0": "SCOFF_questionnaire_anorexia",
+    "1": "about",
+    "2": "activity_modifications",
+    "3": "afternoon",
+    "4": "angry",
+    "5": "anorexia_bulimia_link",
+    "6": "anorexia_characteristics",
+    "7": "anorexia_definition",
+    "8": "anorexia_diagnosis",
+    "9": "anorexia_symptoms",
+    "10": "anorexia_types",
+    "11": "antidepressants_ssris",
+    "12": "antidepressive_medications_role",
+    "13": "anxious",
+    "14": "ask",
+    "15": "atypical_antipsychotics_role",
+    "16": "behavioral_therapies_role",
+    "17": "binge_eating_help",
+    "18": "biochemical_factors_anorexia",
+    "19": "blood_chemistries_role",
+    "20": "bulimia_after_anorexia",
+    "21": "bulimia_definition",
+    "22": "bulimia_symptoms",
+    "23": "cardiovascular_effects_anorexia",
+    "24": "casual",
+    "25": "causes_anorexia",
+    "26": "causes_of_anorexia",
+    "27": "cbc_esr_role",
+    "28": "cisapride_role",
+    "29": "clinical_history_findings_anorexia",
+    "30": "common_traits_of_anorexia_patients",
+    "31": "complications_anorexia",
+    "32": "compulsive_behaviors",
+    "33": "creation",
+    "34": "death",
+    "35": "default",
+    "36": "delayed_anorexia_diagnosis_risks",
+    "37": "depressed",
+    "38": "dermatologic_effects_anorexia",
+    "39": "disorders_associated_with_anorexia",
+    "40": "done",
+    "41": "dsm5_criteria_anorexia",
+    "42": "early_stage_anorexia",
+    "43": "eating_behavior_vs_weight",
+    "44": "ecg_role",
+    "45": "efficacy_of_psychotherapies",
+    "46": "electrolyte_supplements_role",
+    "47": "emotional_effects_of_eating_disorders",
+    "48": "endocrinologic_metabolic_effects_anorexia",
+    "49": "evening",
+    "50": "fact-1",
+    "51": "fact-10",
+    "52": "fact-11",
+    "53": "fact-12",
+    "54": "fact-13",
+    "55": "fact-14",
+    "56": "fact-15",
+    "57": "fact-16",
+    "58": "fact-17",
+    "59": "fact-18",
+    "60": "fact-19",
+    "61": "fact-2",
+    "62": "fact-20",
+    "63": "fact-21",
+    "64": "fact-22",
+    "65": "fact-23",
+    "66": "fact-24",
+    "67": "fact-25",
+    "68": "fact-26",
+    "69": "fact-27",
+    "70": "fact-28",
+    "71": "fact-29",
+    "72": "fact-3",
+    "73": "fact-30",
+    "74": "fact-31",
+    "75": "fact-32",
+    "76": "fact-5",
+    "77": "fact-6",
+    "78": "fact-7",
+    "79": "fact-8",
+    "80": "fact-9",
+    "81": "family_based_therapy_role",
+    "82": "fear_of_physical_activity",
+    "83": "fear_of_weight_gain",
+    "84": "fertility_reproduction_anorexia",
+    "85": "fluoxetine_role",
+    "86": "friends",
+    "87": "gender_and_eating_disorders",
+    "88": "genetic_factors_anorexia",
+    "89": "gi_system_effects_anorexia",
+    "90": "goodbye",
+    "91": "greeting",
+    "92": "happy",
+    "93": "hate-me",
+    "94": "hate-you",
+    "95": "help",
+    "96": "imaging_studies_role",
+    "97": "impairment_likelihood_anorexia",
+    "98": "induced_starvation_anorexia",
+    "99": "inpatient_care_content",
+    "100": "inpatient_care_contents",
+    "101": "inpatient_care_indication",
+    "102": "jokes",
+    "103": "joyful",
+    "104": "lab_findings_in_anorexia",
+    "105": "lab_testing_role",
+    "106": "learn-mental-health",
+    "107": "learn-more",
+    "108": "liver_function_studies_role",
+    "109": "location",
+    "110": "loneliness",
+    "111": "long_term_monitoring",
+    "112": "maccat_t_role",
+    "113": "medical_risks_of_eating_disorders",
+    "114": "medications_for_anorexia",
+    "115": "medications_in_children",
+    "116": "medications_role",
+    "117": "medications_used",
+    "118": "meditation",
+    "119": "mental-health-fact",
+    "120": "mental_health_after_weight_recovery",
+    "121": "mood_and_anxiety_disorders",
+    "122": "morning",
+    "123": "name",
+    "124": "neurologic_effects_anorexia",
+    "125": "neutral-response",
+    "126": "night",
+    "127": "no-approach",
+    "128": "no-response",
+    "129": "not-talking",
+    "130": "olanzapine_role",
+    "131": "pandora-useful",
+    "132": "pathophysiology_anorexia",
+    "133": "patient_education_anorexia",
+    "134": "patient_information_sources_anorexia",
+    "135": "peaceful",
+    "136": "physical_effects_of_anxiety",
+    "137": "physical_findings_anorexia",
+    "138": "powerful",
+    "139": "prevalence_anorexia",
+    "140": "prevalence_of_eating_disorders",
+    "141": "preventing_refeeding_syndrome",
+    "142": "problem",
+    "143": "prognosis_anorexia",
+    "144": "psychiatric_findings_anorexia",
+    "145": "psychological_therapies_for_anorexia",
+    "146": "psychotherapies_efficacy",
+    "147": "psychotherapies_role",
+    "148": "ranzcp_guidelines",
+    "149": "refeeding_in_anorexia",
+    "150": "refeeding_strategies",
+    "151": "refeeding_syndrome_prevention",
+    "152": "renal_system_effects_anorexia",
+    "153": "repeat",
+    "154": "risk_factors_anorexia",
+    "155": "role_age_anorexia",
+    "156": "role_lab_testing",
+    "157": "sad",
+    "158": "scared",
+    "159": "self_insecurity",
+    "160": "signs_of_starvation_in_anorexia",
+    "161": "signs_symptoms_anorexia",
+    "162": "skill",
+    "163": "sleep",
+    "164": "something-else",
+    "165": "specialist_consultations",
+    "166": "ssris_role",
+    "167": "staging_anorexia",
+    "168": "stressed",
+    "169": "stupid",
+    "170": "suicide",
+    "171": "thanks",
+    "172": "treatment_methods",
+    "173": "treatment_overview",
+    "174": "understand",
+    "175": "user-advice",
+    "176": "user-agree",
+    "177": "user-meditation",
+    "178": "vital_signs_in_anorexia",
+    "179": "vitamins_fat_soluble_role",
+    "180": "worthless",
+    "181": "wrong"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
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+    "about": 1,
+    "activity_modifications": 2,
+    "afternoon": 3,
+    "angry": 4,
+    "anorexia_bulimia_link": 5,
+    "anorexia_characteristics": 6,
+    "anorexia_definition": 7,
+    "anorexia_diagnosis": 8,
+    "anorexia_symptoms": 9,
+    "anorexia_types": 10,
+    "antidepressants_ssris": 11,
+    "antidepressive_medications_role": 12,
+    "anxious": 13,
+    "ask": 14,
+    "atypical_antipsychotics_role": 15,
+    "behavioral_therapies_role": 16,
+    "binge_eating_help": 17,
+    "biochemical_factors_anorexia": 18,
+    "blood_chemistries_role": 19,
+    "bulimia_after_anorexia": 20,
+    "bulimia_definition": 21,
+    "bulimia_symptoms": 22,
+    "cardiovascular_effects_anorexia": 23,
+    "casual": 24,
+    "causes_anorexia": 25,
+    "causes_of_anorexia": 26,
+    "cbc_esr_role": 27,
+    "cisapride_role": 28,
+    "clinical_history_findings_anorexia": 29,
+    "common_traits_of_anorexia_patients": 30,
+    "complications_anorexia": 31,
+    "compulsive_behaviors": 32,
+    "creation": 33,
+    "death": 34,
+    "default": 35,
+    "delayed_anorexia_diagnosis_risks": 36,
+    "depressed": 37,
+    "dermatologic_effects_anorexia": 38,
+    "disorders_associated_with_anorexia": 39,
+    "done": 40,
+    "dsm5_criteria_anorexia": 41,
+    "early_stage_anorexia": 42,
+    "eating_behavior_vs_weight": 43,
+    "ecg_role": 44,
+    "efficacy_of_psychotherapies": 45,
+    "electrolyte_supplements_role": 46,
+    "emotional_effects_of_eating_disorders": 47,
+    "endocrinologic_metabolic_effects_anorexia": 48,
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+    "fact-12": 53,
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+    "fertility_reproduction_anorexia": 84,
+    "fluoxetine_role": 85,
+    "friends": 86,
+    "gender_and_eating_disorders": 87,
+    "genetic_factors_anorexia": 88,
+    "gi_system_effects_anorexia": 89,
+    "goodbye": 90,
+    "greeting": 91,
+    "happy": 92,
+    "hate-me": 93,
+    "hate-you": 94,
+    "help": 95,
+    "imaging_studies_role": 96,
+    "impairment_likelihood_anorexia": 97,
+    "induced_starvation_anorexia": 98,
+    "inpatient_care_content": 99,
+    "inpatient_care_contents": 100,
+    "inpatient_care_indication": 101,
+    "jokes": 102,
+    "joyful": 103,
+    "lab_findings_in_anorexia": 104,
+    "lab_testing_role": 105,
+    "learn-mental-health": 106,
+    "learn-more": 107,
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+    "loneliness": 110,
+    "long_term_monitoring": 111,
+    "maccat_t_role": 112,
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+    "medications_for_anorexia": 114,
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+    "medications_role": 116,
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+    "meditation": 118,
+    "mental-health-fact": 119,
+    "mental_health_after_weight_recovery": 120,
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+    "morning": 122,
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+    "neurologic_effects_anorexia": 124,
+    "neutral-response": 125,
+    "night": 126,
+    "no-approach": 127,
+    "no-response": 128,
+    "not-talking": 129,
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+    "patient_education_anorexia": 133,
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+    "peaceful": 135,
+    "physical_effects_of_anxiety": 136,
+    "physical_findings_anorexia": 137,
+    "powerful": 138,
+    "prevalence_anorexia": 139,
+    "prevalence_of_eating_disorders": 140,
+    "preventing_refeeding_syndrome": 141,
+    "problem": 142,
+    "prognosis_anorexia": 143,
+    "psychiatric_findings_anorexia": 144,
+    "psychological_therapies_for_anorexia": 145,
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+    "ranzcp_guidelines": 148,
+    "refeeding_in_anorexia": 149,
+    "refeeding_strategies": 150,
+    "refeeding_syndrome_prevention": 151,
+    "renal_system_effects_anorexia": 152,
+    "repeat": 153,
+    "risk_factors_anorexia": 154,
+    "role_age_anorexia": 155,
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+    "sad": 157,
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+    "thanks": 171,
+    "treatment_methods": 172,
+    "treatment_overview": 173,
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+    "vital_signs_in_anorexia": 178,
+    "vitamins_fat_soluble_role": 179,
+    "worthless": 180,
+    "wrong": 181
+  },
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+    }
+  },
+  "tie_weights_": true,
+  "transformers_version": "4.46.1",
+  "vocab_size": 30522
+}

pytorch_model.bin

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special_tokens_map.json

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tokenizer_config.json

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+  "tokenizer_class": "DistilBertTokenizer",
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+}