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

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.