{"id":"W4386802997","doi":"10.46759/iijsr.2023.7306","title":"A Case Study on Mental Health, Mental Disorder and Epidemiology","year":2023,"lang":"en","type":"article","venue":"","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Epidemiology; Psychiatry; Psychology; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005744814,0.0007769794,0.0005566942,0.003260317,0.003451288,0.001535874,0.001020111,0.001596245,0.01280937],"category_scores_gemma":[0.002205948,0.0004609063,0.000757009,0.003249361,0.001032344,0.001896726,0.002602183,0.002347957,0.001651972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001789334,"about_ca_system_score_gemma":0.002596645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01285136,"about_ca_topic_score_gemma":0.01511216,"domain_scores_codex":[0.9988692,0.0002611015,0.0001380435,0.0001972135,0.0002272153,0.0003072083],"domain_scores_gemma":[0.9991928,0.0001175263,0.0002140654,0.00004585972,0.0001457734,0.0002839854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00007914601,0.0004909142,0.1887993,0.0005989877,0.0000796052,0.7534298,0.007493699,0.0002419389,0.0007452987,0.003657437,0.01471517,0.02966881],"study_design_scores_gemma":[0.00001953326,0.0001681422,0.09061572,0.001153399,0.00009525484,0.8490641,0.0189838,0.0005274656,0.0003602602,0.00197494,0.03695715,0.00008033702],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8353727,0.03661635,0.006039795,0.01362954,0.0016576,0.001711921,0.002907504,0.00009467238,0.1019699],"genre_scores_gemma":[0.9547611,0.02280893,0.002372688,0.0027679,0.001092747,0.0003100735,0.0008864571,0.00003481963,0.01496527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01285136,"threshold_uncertainty_score":0.04285163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1703054843394315,"score_gpt":0.5119737896144857,"score_spread":0.3416683052750542,"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."}}