{"id":"W4407676980","doi":"10.1093/schbul/sbaf007.029","title":"29 THE RISK FACTOR ANALYSIS OF COGNITIVE IMPAIRMENT IN PATIENTS WITH FIRST-EPISODE SCHIZOPHRENIA IN VOCATIONAL COLLEGES AND UNIVERSITIES","year":2025,"lang":"en","type":"article","venue":"Schizophrenia Bulletin","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schizophrenia (object-oriented programming); Vocational education; Cognitive impairment; Psychology; Cognition; Clinical psychology; Risk factor; Psychiatry; Medicine; Internal medicine; Pedagogy","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":[0.0004306345,0.000243646,0.0002457942,0.0009806252,0.0004679008,0.0004988508,0.0002317352,0.000324114,0.001856114],"category_scores_gemma":[0.001686102,0.000119337,0.0005048782,0.000838477,0.00018123,0.0001778928,0.0004609821,0.0003198476,0.000185453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005100748,"about_ca_system_score_gemma":0.0008249988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106304,"about_ca_topic_score_gemma":0.01269976,"domain_scores_codex":[0.999689,0.00007809947,0.00004078286,0.00003733181,0.0000723576,0.00008247083],"domain_scores_gemma":[0.9992496,0.0001004997,0.0002991909,0.00002421317,0.0000765707,0.0002498506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003979636,0.00002345792,0.9990858,0.000005293959,0.00001127941,0.00003823275,0.00003218271,0.00001321264,0.00006147573,0.000004889043,0.00002347636,0.0006609714],"study_design_scores_gemma":[0.000002736243,0.00004686461,0.9994831,0.000004480486,0.000009373523,0.0001020473,0.0001884414,0.00009349742,0.00001944602,0.000009655209,0.00003831331,0.00000184603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996151,0.00009794087,0.0000231668,0.00002511111,0.000002869137,0.000005812322,0.00007840053,8.509299e-7,0.0001506971],"genre_scores_gemma":[0.999841,0.00003105333,0.00002584059,0.000005098947,0.000002068926,0.000002530298,0.00005559615,1.820769e-7,0.00003673791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106304,"threshold_uncertainty_score":0.02113706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007143072217051224,"score_gpt":0.2672280571334783,"score_spread":0.2600849849164271,"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."}}