{"id":"W6958968976","doi":"10.6084/m9.figshare.c.7622724","title":"Understanding and measuring workplace violence in healthcare: a Canadian systematic framework to address a global healthcare phenomenon","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Health care; Workplace violence; Patient safety; Pandemic; Healthcare system; Focus group; Quality (philosophy); Quality management","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":[0.18257,0.002569918,0.003969899,0.04476874,0.00835235,0.007260956,0.005574393,0.002963649,0.002097376],"category_scores_gemma":[0.2036146,0.001615813,0.007084324,0.03980908,0.006754065,0.004800584,0.01490989,0.003449987,0.0001817121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1211575,"about_ca_system_score_gemma":0.4347042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8239769,"about_ca_topic_score_gemma":0.8865808,"domain_scores_codex":[0.8250169,0.1046197,0.02951286,0.01003103,0.02631211,0.004507361],"domain_scores_gemma":[0.831057,0.08122208,0.01215826,0.007442724,0.06259575,0.00552425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003173047,0.0005130201,0.1189166,0.1556888,0.007600157,0.0007574769,0.1307142,0.008765515,0.001002394,0.07719162,0.02729805,0.4712349],"study_design_scores_gemma":[0.0008898734,0.0009889985,0.2158681,0.3914387,0.01700039,0.0006025078,0.08010511,0.02121015,0.00138759,0.0412594,0.2282178,0.001031527],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1144489,0.3408696,0.2156079,0.06759049,0.002068266,0.1687935,0.04013967,0.0008813504,0.04960045],"genre_scores_gemma":[0.3270602,0.04726952,0.5365851,0.004875371,0.0001287856,0.07486902,0.008033932,0.0001182696,0.0010599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.18257,"threshold_uncertainty_score":0.9655339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005177811011487,"score_gpt":0.2533102712988526,"score_spread":0.1527924901977039,"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."}}