{"id":"W1908843739","doi":"10.55633/s3me/e088.2022","title":"Education and training for preventing and minimizing workplace aggression directed toward healthcare workers","year":2024,"lang":"en","type":"article","venue":"Emergencias","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences; University of Toronto; Université de Montréal","funders":"","keywords":"Psychological intervention; Absenteeism; Aggression; Health care; Medicine; Randomized controlled trial; Nursing; Occupational safety and health; MEDLINE; Poison control; Family medicine; Psychology; Psychiatry; Medical emergency; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007687905,0.0001004678,0.0001191511,0.00009712946,0.0006312115,0.0001237765,0.00006773795,0.00009547389,0.0000437267],"category_scores_gemma":[0.0002649618,0.00009711461,0.00004106939,0.000377422,0.00005977926,0.0002329418,0.00002923648,0.0001136322,0.000002690506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000492394,"about_ca_system_score_gemma":0.0003446733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005120306,"about_ca_topic_score_gemma":0.0005430177,"domain_scores_codex":[0.9989532,0.00009757413,0.0001801406,0.0002961987,0.0001582963,0.0003146011],"domain_scores_gemma":[0.9995285,0.00018315,0.00005652854,0.00005716627,0.00004902103,0.0001256195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001677343,0.00001532568,0.01921175,0.0002535787,0.00001943649,0.000001617886,0.09457449,0.000001989782,0.0003082806,0.0007965422,0.00620365,0.8785965],"study_design_scores_gemma":[0.0004495528,0.0001487085,0.01395194,0.02233226,0.0001718789,0.000009941903,0.6113253,0.002180153,0.0004616301,0.007981078,0.339893,0.001094582],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369518,0.04970977,0.0003278982,0.008238669,0.00218889,0.0005683012,0.000003872708,0.0002993125,0.001711456],"genre_scores_gemma":[0.990339,0.003168675,0.003338975,0.0001039048,0.0006712545,0.00007749542,0.000006796452,0.00001787172,0.002276026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.877502,"threshold_uncertainty_score":0.4854833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06017625774425293,"score_gpt":0.3751220325707615,"score_spread":0.3149457748265086,"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."}}