{"id":"W3137569220","doi":"10.3390/healthcare9030339","title":"A Realist Review of Violence Prevention Education in Healthcare","year":2021,"lang":"en","type":"review","venue":"Healthcare","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health care; Intervention (counseling); Grey literature; Unit (ring theory); Nursing; Psychology; Medical education; Health education; Quality (philosophy); Medicine; Applied psychology; Political science; MEDLINE; Public health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001906172,0.0002619019,0.001686634,0.0002442471,0.0002189808,0.00002548145,0.0003991257,0.0004566612,0.00009829679],"category_scores_gemma":[0.0005266911,0.0002576472,0.0003992606,0.001677474,0.00009918851,0.0001247479,0.0000613618,0.0005896384,0.00002431078],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007514497,"about_ca_system_score_gemma":0.0187691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03635829,"about_ca_topic_score_gemma":0.01693862,"domain_scores_codex":[0.9946458,0.002528779,0.001236375,0.0005294047,0.0005671488,0.0004924611],"domain_scores_gemma":[0.9977801,0.0001667311,0.000907512,0.0004940603,0.0004438483,0.0002077035],"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":[5.56701e-7,0.00004680411,0.0002963998,0.2461085,0.000004040576,0.000002854343,0.0001519018,5.763829e-9,2.702683e-9,0.004795965,0.0006575371,0.7479354],"study_design_scores_gemma":[0.00001533289,0.00001600355,0.00000776058,0.5072568,0.00003723798,0.000002818679,0.0008716231,2.14456e-8,2.135117e-8,0.0003321051,0.4913473,0.0001129349],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005886508,0.9923477,0.000002266712,0.004324947,0.0005856661,0.002013973,0.00003683503,0.0000326691,0.0006500775],"genre_scores_gemma":[0.00001329963,0.9974068,0.0001783795,0.0009600406,0.0003301461,0.0003558322,0.0004038386,0.00002789249,0.0003238077],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7478225,"threshold_uncertainty_score":0.9999876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053965996474792,"score_gpt":0.4912468827194846,"score_spread":0.3858502830720054,"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."}}