{"id":"W3143034214","doi":"10.3390/healthcare9040389","title":"Effectiveness of Antipsychotics in Reducing Suicidal Ideation: Possible Physiologic Mechanisms","year":2021,"lang":"en","type":"article","venue":"Healthcare","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Suicidal ideation; Clozapine; Antipsychotic; Schizophrenia (object-oriented programming); Psychiatry; Medicine; Confounding; Clinical psychology; Internal medicine; Psychology; Poison control; Injury prevention; Emergency 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002525236,0.00008398567,0.0002845855,0.00009113929,0.0000370097,0.000005012407,0.00003413451,0.00007208931,0.00003750503],"category_scores_gemma":[0.0001181353,0.00007015646,0.00005767264,0.0003973541,0.00002148068,0.00002785344,0.0000224933,0.000161578,0.000009686092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297558,"about_ca_system_score_gemma":0.000511968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003793697,"about_ca_topic_score_gemma":0.0001771398,"domain_scores_codex":[0.9989098,0.000230734,0.000186123,0.0002338007,0.000208856,0.0002306627],"domain_scores_gemma":[0.9992625,0.0001347903,0.00003799748,0.0002445343,0.0002024034,0.0001177676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02919713,0.00213115,0.450655,0.01168484,0.0002450814,0.00277443,0.0006246357,0.0001882306,0.3987392,0.07027914,0.0000566515,0.03342457],"study_design_scores_gemma":[0.00234907,0.000605555,0.8281673,0.0006509516,0.000009978182,0.0000575381,0.0001822484,0.00009951978,0.1568206,0.01100456,0.000001385684,0.00005133101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966057,0.001358593,0.0001249036,0.001317213,0.0001036116,0.0003540441,0.00001060819,0.00001959444,0.0001057113],"genre_scores_gemma":[0.9959994,0.0001598753,0.003602926,0.00006007098,0.00003113601,0.00002595397,0.00007825904,0.000009971864,0.00003240067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3775123,"threshold_uncertainty_score":0.2860898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04178265633649975,"score_gpt":0.3680427624348714,"score_spread":0.3262601060983717,"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."}}