{"id":"W4214872206","doi":"10.2196/preprints.37636","title":"Violence Against Paramedics: Protocol for Evaluating 2 Years of Reports Through a Novel, Point-of-Event Reporting Process (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Workplace violence; Harm; Psychology; Harassment; Medical emergency; Medicine; Poison control; Suicide prevention; Social psychology","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":[0.1344827,0.003321476,0.00499406,0.006346747,0.006237339,0.004219321,0.004590193,0.004423545,0.04838171],"category_scores_gemma":[0.1582921,0.004451918,0.005574956,0.005450441,0.002769888,0.004750211,0.00457065,0.005041641,0.0146699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01016073,"about_ca_system_score_gemma":0.05292421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007699307,"about_ca_topic_score_gemma":0.01303546,"domain_scores_codex":[0.9059985,0.04991582,0.02749458,0.00495862,0.008604792,0.0030278],"domain_scores_gemma":[0.8153071,0.04972312,0.02440742,0.02131736,0.08413726,0.005107732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05155816,0.01914359,0.02118498,0.1093924,0.001352215,0.00267513,0.05281023,0.006601369,0.01059178,0.01740414,0.2481443,0.4591417],"study_design_scores_gemma":[0.06275277,0.02869806,0.07989214,0.06273196,0.0009728803,0.0008709738,0.03886872,0.007711201,0.01030967,0.01254989,0.6931919,0.001449769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001570901,0.0001026585,0.004174219,0.0001877644,0.0001569266,0.9911821,0.001650677,0.00008259463,0.0008921445],"genre_scores_gemma":[0.0008178094,0.00005525767,0.004906837,0.00007412503,0.00001322779,0.9937404,0.0002283669,0.000006224081,0.0001578439],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1344827,"threshold_uncertainty_score":0.7112209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246335993304835,"score_gpt":0.4791765642842813,"score_spread":0.3545429649537978,"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."}}