{"id":"W4416238246","doi":"10.1080/15622975.2025.2586571","title":"Hindrance to precision psychiatry: more sex-specific investigations needed","year":2025,"lang":"en","type":"article","venue":"The World Journal of Biological Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Measure (data warehouse); Stability (learning theory); Work (physics); Matching (statistics); Calibration","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005656394,0.0001827661,0.0004020173,0.0003593506,0.0002143448,0.00003950643,0.0003786051,0.00008035357,0.0001786131],"category_scores_gemma":[0.0001484395,0.00008936619,0.0002786606,0.001093384,0.0001874759,0.00004610056,0.00007695972,0.000612716,0.00006161839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008476628,"about_ca_system_score_gemma":0.0004764599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006566434,"about_ca_topic_score_gemma":0.00008891303,"domain_scores_codex":[0.9984157,0.0001590257,0.0005587254,0.000219495,0.0003501544,0.0002968801],"domain_scores_gemma":[0.998725,0.0002208036,0.0001660402,0.0004106564,0.000148924,0.0003285926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02014759,0.001770777,0.3694838,0.0000530876,0.000736961,0.00004167615,0.0002219274,0.0001043909,0.001867894,0.08182744,0.4645917,0.0591528],"study_design_scores_gemma":[0.006563312,0.002055848,0.751708,0.001042997,0.0001650525,0.0002359481,0.0009691959,0.00003068806,0.0006970136,0.165362,0.07092761,0.0002423619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6921082,0.007136925,0.0004087425,0.2960254,0.001594079,0.0004675596,0.00000732933,0.00002821375,0.00222364],"genre_scores_gemma":[0.92958,0.0004697378,0.05636744,0.009696997,0.001070642,0.00002040688,0.000006930561,0.00001377197,0.002774112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3936641,"threshold_uncertainty_score":0.3644247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764446327733464,"score_gpt":0.341443225332092,"score_spread":0.3037987620547574,"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."}}