{"id":"W4205819091","doi":"10.21203/rs.3.rs-1254661/v1","title":"Health resource utilization and cost before versus after initiation of second-generation long-acting injectable antipsychotics among adults with schizophrenia in Alberta, Canada: a retrospective, observational single-arm study","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"Government of Alberta; Alberta Health Services","keywords":"Medicine; Observational study; Schizophrenia (object-oriented programming); Confidence interval; Retrospective cohort study; Antipsychotic; Pediatrics; Health care; Emergency medicine; Psychiatry; Demography; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001345081,0.0007223678,0.0008209367,0.001747252,0.001756374,0.001609708,0.001633018,0.0005733196,0.0009417731],"category_scores_gemma":[0.003026285,0.0005207659,0.001437959,0.005727625,0.0007475794,0.000382735,0.00073328,0.0006982411,0.0001174658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02573263,"about_ca_system_score_gemma":0.02734474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9808294,"about_ca_topic_score_gemma":0.981847,"domain_scores_codex":[0.9982027,0.0002078105,0.0002084424,0.0003023526,0.0006708492,0.0004077098],"domain_scores_gemma":[0.996711,0.00022101,0.001140947,0.0001740746,0.001167495,0.0005854121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002615998,0.00005218481,0.9976345,0.00005142434,0.0002011055,0.0000408712,0.00009436427,0.0001349253,0.0000590539,0.00003176193,0.0003704806,0.001067807],"study_design_scores_gemma":[0.00004705237,0.00007586697,0.9984137,0.00005232492,0.0001717336,0.00004981094,0.0003087013,0.0004973892,0.00004018937,0.00001758098,0.0003107432,0.00001485946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870477,0.001398109,0.0001446432,0.0001212225,0.00001477784,0.0001529622,0.01023312,0.00001130913,0.0008762057],"genre_scores_gemma":[0.9935703,0.0005821864,0.0002828559,0.0001360087,0.00001548225,0.00007541315,0.005008323,0.000002780455,0.0003265839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02573263,"threshold_uncertainty_score":0.1867042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105308574131655,"score_gpt":0.3698563765951776,"score_spread":0.2645478024635226,"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."}}