{"id":"W3016196767","doi":"10.1017/s1092852920001091","title":"Modeling psychological function in patients with schizophrenia with the PANSS: an international multi-center study","year":2020,"lang":"en","type":"article","venue":"CNS Spectrums","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Queen's University","funders":"","keywords":"Neurocognitive; Schizophrenia (object-oriented programming); Hostility; Anxiety; Psychology; Clinical psychology; Positive and Negative Syndrome Scale; Depression (economics); Hospital Anxiety and Depression Scale; Disease; Psychiatry; Medicine; Psychosis; Cognition; Internal medicine","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":[0.002810042,0.0007039452,0.0003822394,0.001089173,0.0007181772,0.0008649646,0.000409279,0.0004609891,0.0007582953],"category_scores_gemma":[0.003613372,0.0003166572,0.0008768811,0.0009576273,0.0004867751,0.0008379047,0.001036383,0.0007892061,0.0001826278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006858069,"about_ca_system_score_gemma":0.0005521486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006046315,"about_ca_topic_score_gemma":0.00634448,"domain_scores_codex":[0.9992115,0.0004339029,0.00007135555,0.0001024647,0.00009198199,0.00008870725],"domain_scores_gemma":[0.9983441,0.000388605,0.000600407,0.0002422185,0.0001594141,0.0002653705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009990546,0.0000959332,0.9975544,0.000005723068,0.00005839105,0.00003520052,0.0004825591,0.0001533021,0.00008310605,0.00001706091,0.00004160737,0.001372875],"study_design_scores_gemma":[0.00001031415,0.0003281926,0.9967217,0.000007378293,0.00003680421,0.0001873289,0.00130798,0.001176436,0.00005203364,0.00004361881,0.0001186247,0.000009732272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997488,0.00002358733,0.00008699819,0.00001226434,0.000001123282,0.000009669931,0.00004347349,0.000001392285,0.00007270919],"genre_scores_gemma":[0.9996046,0.00002917399,0.0001785994,0.000006072006,0.000001791484,0.00001337423,0.000137034,0.000001066856,0.00002821343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006046315,"threshold_uncertainty_score":0.01486111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04333374188078438,"score_gpt":0.3084816098279773,"score_spread":0.2651478679471929,"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."}}