{"id":"W4288766913","doi":"10.1002/9781119887638.ch13","title":"Risk Management","year":2022,"lang":"en","type":"other","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Risk management; Harassment; Risk analysis (engineering); Preparedness; Occupational safety and health; Psychosocial; Affect (linguistics); Applied psychology; Business; Control (management); Psychology; Nursing; Computer science; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01487238,0.001289492,0.0007499798,0.004075352,0.002618742,0.00794485,0.003833235,0.002223113,0.07364957],"category_scores_gemma":[0.03218532,0.0004362072,0.001312432,0.001825369,0.001162311,0.004711609,0.006713538,0.002833946,0.02521234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003161888,"about_ca_system_score_gemma":0.008833905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116945,"about_ca_topic_score_gemma":0.002422974,"domain_scores_codex":[0.9889057,0.003131525,0.00117869,0.001048328,0.005112211,0.0006236625],"domain_scores_gemma":[0.981289,0.004428939,0.001788117,0.002790629,0.008201318,0.001501972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009971421,0.0002988811,0.004103967,0.00113383,0.00007654451,0.0003145088,0.003210007,0.001250277,0.00123789,0.08181553,0.193297,0.7131619],"study_design_scores_gemma":[0.00002368781,0.000119088,0.002462693,0.001175616,0.00004231742,0.0006013002,0.002097702,0.001458761,0.0008778335,0.03569296,0.9553894,0.0000586336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01053127,0.009508834,0.1756309,0.03436593,0.003480326,0.005958864,0.002447288,0.004149992,0.7539266],"genre_scores_gemma":[0.1707884,0.01618216,0.2701679,0.0113168,0.002497397,0.004849914,0.004661417,0.0009919014,0.5185442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07364957,"threshold_uncertainty_score":0.2463824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07539001746218248,"score_gpt":0.5063166637206296,"score_spread":0.4309266462584471,"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."}}