{"id":"W2793545928","doi":"10.1016/j.jamda.2017.11.009","title":"The Broken Lens of BPSD: Why We Need to Rethink the Way We Label the Behavior of People Who Live With Alzheimer Disease","year":2018,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alzheimer Society of Canada","funders":"","keywords":"Dementia; Medicine; Construct (python library); Context (archaeology); Disease; Psychosocial; Nothing; Psychiatry; Gerontology; Pathology","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":[0.05226562,0.001171864,0.002073147,0.005276076,0.008598808,0.01549145,0.004753194,0.008855877,0.003994598],"category_scores_gemma":[0.132206,0.0009500952,0.001509196,0.003014872,0.04444202,0.0355152,0.008919174,0.04703586,0.001414555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01490278,"about_ca_system_score_gemma":0.01926121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07623643,"about_ca_topic_score_gemma":0.09719844,"domain_scores_codex":[0.95959,0.02837278,0.002763471,0.001823177,0.00608015,0.001370415],"domain_scores_gemma":[0.8759879,0.06564995,0.007800252,0.006863291,0.03474192,0.008956637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003883286,0.0003388881,0.05142916,0.002278335,0.000443914,0.0008372788,0.2052424,0.0004475314,0.0008516206,0.1782294,0.33923,0.2202832],"study_design_scores_gemma":[0.0001247084,0.0002198796,0.02437545,0.01091158,0.0002886486,0.001358442,0.2121708,0.001123689,0.0005522143,0.3050644,0.4433264,0.0004837232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008625196,0.02211697,0.005694525,0.9467545,0.01237025,0.00003714133,0.0001556375,0.00007550212,0.004170288],"genre_scores_gemma":[0.2861375,0.04504826,0.03022507,0.6109173,0.02196286,0.0003841911,0.0003779214,0.0005826419,0.004364267],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07623643,"threshold_uncertainty_score":0.2764103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672347249992377,"score_gpt":0.3171758393518201,"score_spread":0.3004523668518963,"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."}}