{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008618556,0.0002580704,0.0002788063,0.0002712482,0.0001072266,0.0003671047,0.0002329152,0.00032863,0.00180064],"category_scores_gemma":[0.001570441,0.000119403,0.000321764,0.0001480446,0.0003287102,0.0002314012,0.0001544115,0.0003066927,0.0001672946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217335,"about_ca_system_score_gemma":0.0003681268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002059116,"about_ca_topic_score_gemma":0.0003019966,"domain_scores_codex":[0.9996821,0.00018217,0.00002943825,0.00001941186,0.00006180644,0.00002503076],"domain_scores_gemma":[0.9988643,0.0004877827,0.0004483344,0.00006077769,0.00007499527,0.00006386977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04611709,0.004811976,0.225274,0.004512469,0.002201975,0.001242781,0.0006246559,0.001888175,0.1557731,0.002578988,0.0009596338,0.5540152],"study_design_scores_gemma":[0.002494758,0.04293969,0.9123383,0.0003878644,0.001215423,0.002397865,0.0003603155,0.001392714,0.03151108,0.00131589,0.003611588,0.00003459082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9787193,0.01739238,0.0004760319,0.0004648073,0.0000300021,0.00006259621,0.0001696821,0.00002304311,0.002662224],"genre_scores_gemma":[0.9928784,0.006004236,0.0006022349,0.0001105128,0.00006265493,0.00003469074,0.00007989024,0.000002934985,0.0002245116],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00180064,"threshold_uncertainty_score":0.006023705,"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."}}