{"id":"W4403511562","doi":"10.1109/iv64223.2024.00051","title":"Detecting Multiple Mental Health Disorders with Large Language Models","year":2024,"lang":"en","type":"article","venue":"","topic":"Mental Health via Writing","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Mental health; Natural language processing; Artificial intelligence; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001470129,0.001257686,0.0008151035,0.00116152,0.0006568253,0.001070443,0.001148761,0.001231716,0.001655692],"category_scores_gemma":[0.007936421,0.0004490453,0.0009630256,0.0005343904,0.0004933766,0.002026636,0.001825026,0.002337998,0.001198627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007203072,"about_ca_system_score_gemma":0.001010791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00541636,"about_ca_topic_score_gemma":0.009252531,"domain_scores_codex":[0.9990423,0.000393249,0.00005879544,0.0002899698,0.0001469465,0.00006865734],"domain_scores_gemma":[0.9952998,0.003714752,0.0001633513,0.0002678517,0.0004048701,0.0001493139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006684815,0.001268991,0.01649129,0.0005217745,0.0003084879,0.001206213,0.000756315,0.1102318,0.03359306,0.001745228,0.01384691,0.8193614],"study_design_scores_gemma":[0.00004777301,0.0002525369,0.003783033,0.00004222972,0.0001037333,0.0004931776,0.0003099409,0.9722786,0.01283623,0.007196453,0.002611061,0.00004527374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.379307,0.003299282,0.5969917,0.002620341,0.0004735682,0.0004240038,0.002029988,0.01139746,0.003456639],"genre_scores_gemma":[0.8423989,0.0004496364,0.149011,0.0007882196,0.0001872929,0.0001810515,0.003382617,0.0001660531,0.003435152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00541636,"threshold_uncertainty_score":0.01076967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02614741108691208,"score_gpt":0.3746934120347203,"score_spread":0.3485460009478082,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}