{"id":"W4210761429","doi":"10.3390/geriatrics7010014","title":"Evidence-Informed Approach to De-Prescribing of Atypical Antipsychotics (AAP) in the Management of Behavioral Expressions (BE) in Advanced Neurocognitive Disorders (NCD): Results of a Retrospective Study","year":2022,"lang":"en","type":"article","venue":"Geriatrics","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Homewood Research Institute; St. Peter's Hospital; University of Waterloo; McMaster University","funders":"","keywords":"Medicine; Neurocognitive; Mood; Retrospective cohort study; Multivariate analysis of variance; Antipsychotic; Psychiatry; Clinical psychology; Analysis of variance; Meaning (existential); Test (biology); Schizophrenia (object-oriented programming); Cognition; Internal medicine; Psychology; Psychotherapist","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":[0.01040388,0.0001845572,0.000372038,0.001132127,0.0002620037,0.000903152,0.0003796266,0.0004400504,0.0005236864],"category_scores_gemma":[0.03598606,0.0002662191,0.0006274523,0.001364708,0.0003986919,0.0007862811,0.000605477,0.0003935051,0.00014004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005275045,"about_ca_system_score_gemma":0.001458692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729372,"about_ca_topic_score_gemma":0.003111421,"domain_scores_codex":[0.9921466,0.003670642,0.002009414,0.0003726767,0.001619238,0.0001814179],"domain_scores_gemma":[0.964941,0.01495011,0.01167518,0.00179842,0.005931316,0.0007040126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006778087,0.0003028024,0.9710135,0.0003110978,0.0002620413,0.0002194287,0.001184363,0.000151078,0.0002040179,0.00008752268,0.0001007412,0.02548558],"study_design_scores_gemma":[0.00007464362,0.002569168,0.9897289,0.0005329421,0.0007578027,0.00132245,0.002133765,0.0005767168,0.0003350806,0.00007538829,0.001861331,0.0000316687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943972,0.003554373,0.0005837503,0.0001488956,0.000009809592,0.0001516189,0.0001840429,0.000003228597,0.0009670171],"genre_scores_gemma":[0.9977366,0.001316001,0.0006708688,0.00005505202,0.00001081907,0.00003435314,0.0001230032,0.00000126026,0.00005193217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040388,"threshold_uncertainty_score":0.05502164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07367808484693407,"score_gpt":0.3731993550439406,"score_spread":0.2995212701970066,"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."}}