{"id":"W4413630647","doi":"10.5498/wjp.v15.i9.108222","title":"Unmet needs in precision psychiatry","year":2025,"lang":"en","type":"letter","venue":"World Journal of Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Precision medicine; Psychiatry; Alternative medicine; Family medicine; Gerontology","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":[0.04571224,0.00140148,0.00347425,0.002703169,0.00349601,0.00664736,0.004213501,0.03372026,0.02010481],"category_scores_gemma":[0.221385,0.001119107,0.00324958,0.002272428,0.009830171,0.01446834,0.004673207,0.03370292,0.01106517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006570247,"about_ca_system_score_gemma":0.014623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003965007,"about_ca_topic_score_gemma":0.006028486,"domain_scores_codex":[0.9661784,0.01719179,0.004883482,0.003025264,0.007405509,0.00131553],"domain_scores_gemma":[0.6479659,0.2805432,0.009024927,0.01265306,0.0377722,0.01204078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001001972,0.00003180677,0.0005948295,0.001661043,0.00008909148,0.0009099471,0.0002618549,0.0001565993,0.0001358456,0.008795764,0.8842862,0.1029768],"study_design_scores_gemma":[0.0001662764,0.0001137676,0.00149086,0.006561526,0.0001212204,0.004822285,0.0007409156,0.0006581687,0.0001503884,0.07785166,0.907174,0.0001489429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006153601,0.01285957,0.0003212333,0.9753491,0.01073382,0.000005656108,0.00005813764,0.00003681204,0.0005741307],"genre_scores_gemma":[0.004767477,0.02981421,0.002663895,0.8710046,0.09001583,0.00008357217,0.0001802565,0.00006192903,0.00140824],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04571224,"threshold_uncertainty_score":0.2417523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071644069266115,"score_gpt":0.2873632350115539,"score_spread":0.2766467943188928,"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."}}