{"id":"W2913639059","doi":"10.5430/jha.v8n1p56","title":"The incidence and management of workplace violence among medical professionals in the United States: A methodological pilot study","year":2019,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Workplace violence; Population; Medicine; Occupational safety and health; Anxiety; Health care; Incidence (geometry); Psychology; Suicide prevention; Psychiatry; Poison control; Family medicine; Medical emergency; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009211526,0.00007393408,0.0001549969,0.00005739023,0.0002153097,0.00007698714,0.0004414668,0.00004410631,0.00002412716],"category_scores_gemma":[0.0005191798,0.00003718064,0.00002855705,0.0004203893,0.0002528211,0.0002290376,0.0000524993,0.000295753,0.000001614034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002905688,"about_ca_system_score_gemma":0.0001532345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001422277,"about_ca_topic_score_gemma":0.000371168,"domain_scores_codex":[0.9970997,0.001122049,0.000477914,0.0001058133,0.001034766,0.0001597474],"domain_scores_gemma":[0.9978828,0.001392215,0.0004358078,0.00009892789,0.0001287024,0.00006155179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004613821,0.001680347,0.9748984,0.00003689579,0.00004631974,0.0001484056,0.01558384,0.00002997821,0.00000712788,0.004479966,0.0001743162,0.002453026],"study_design_scores_gemma":[0.0005731662,0.01109516,0.5928777,0.001536991,0.0000306264,0.000007638824,0.3909777,0.00009167429,0.00002239229,0.002578441,0.0001047343,0.0001037916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943906,0.0001619269,0.00008058286,0.004399254,0.0002135229,0.0005659436,3.298962e-7,0.000003312201,0.0001844911],"genre_scores_gemma":[0.9983245,0.001277423,0.0001864533,0.00009015909,0.00005244496,0.00001150453,5.715694e-7,0.000002409485,0.00005456279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3820207,"threshold_uncertainty_score":0.319255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934876366478537,"score_gpt":0.3877796880990523,"score_spread":0.338430924434267,"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."}}