{"id":"W2567660850","doi":"10.1111/jan.13247","title":"Aggressive Behaviour Risk Assessment Tool for newly admitted residents of long‐term care homes","year":2016,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Extendicare (Canada)","funders":"","keywords":"Logistic regression; Medicine; Long-term care; Aggression; Risk assessment; Poison control; Anxiety; Injury prevention; Occupational safety and health; Retrospective cohort study; Emergency medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001970829,0.0005049733,0.0005130745,0.001637282,0.0003815106,0.0007030928,0.0007645411,0.0004853753,0.0009652564],"category_scores_gemma":[0.009672363,0.0001966096,0.0007070872,0.0007255504,0.0001690859,0.0004881267,0.0006949486,0.000757608,0.0002799333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007872416,"about_ca_system_score_gemma":0.00178108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186553,"about_ca_topic_score_gemma":0.02523864,"domain_scores_codex":[0.9989927,0.0003002492,0.0002087145,0.00007252641,0.0003059513,0.000119835],"domain_scores_gemma":[0.9942478,0.001001369,0.002713403,0.000108253,0.001455147,0.0004741017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522621,0.0002461283,0.9779475,0.00009785967,0.00005505714,0.0001294056,0.0002825804,0.0002149449,0.0002729296,0.00003106667,0.0009200906,0.01965027],"study_design_scores_gemma":[0.00002911002,0.0003630354,0.9963344,0.00009792201,0.00004955938,0.0003050143,0.0004174935,0.001625859,0.0001839597,0.00004516768,0.0005319712,0.0000165166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958352,0.0004035475,0.001101997,0.0002015402,0.00003841051,0.0003963197,0.0006725275,0.00004204095,0.001308293],"genre_scores_gemma":[0.9913906,0.0003104441,0.00619062,0.00007879405,0.00002636355,0.000419577,0.001040573,0.000002928266,0.000540135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186553,"threshold_uncertainty_score":0.02359295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356023012092746,"score_gpt":0.37414068511619,"score_spread":0.3605804549952625,"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."}}