{"id":"W2883419353","doi":"10.1016/j.ssci.2018.07.010","title":"Literature review on the incentives and solutions for the bypassing of guards and protective devices on machinery","year":2018,"lang":"en","type":"article","venue":"Safety Science","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Incentive; Occupational safety and health; Human factors and ergonomics; Poison control; Computer security; Injury prevention; Suicide prevention; Engineering; Business; Transport engineering; Forensic engineering; Risk analysis (engineering); Medical emergency; Computer science; Medicine; Economics; Political science; Microeconomics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004915063,0.00007373547,0.0001161081,0.00005798309,0.004964883,0.00001638304,0.0002209704,0.00003900404,0.00002155581],"category_scores_gemma":[0.002186029,0.00003329805,0.00002089049,0.0005926872,0.001160812,0.0001435845,0.0001429977,0.0003539233,0.000006655408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005650929,"about_ca_system_score_gemma":0.0005401786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004777064,"about_ca_topic_score_gemma":0.00009036061,"domain_scores_codex":[0.9985008,0.0003293601,0.0002219766,0.0002246653,0.0003562259,0.0003669195],"domain_scores_gemma":[0.9959536,0.003124282,0.0001276128,0.0002237225,0.0004949806,0.00007581587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002224613,0.0001574238,0.01826416,0.007723748,0.00003667382,7.119475e-7,0.01355647,0.000004999054,0.0007538942,0.5798361,0.003961127,0.3734801],"study_design_scores_gemma":[0.0004047796,0.0006412706,0.952508,0.0109288,0.00001320666,0.000001958523,0.0008861189,0.002869107,0.00004870211,0.006167685,0.02542582,0.0001045809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1453808,0.1066119,0.007336808,0.6570482,0.002319587,0.03476314,0.001204084,0.0001067579,0.04522868],"genre_scores_gemma":[0.9900185,0.00482077,0.0002071708,0.004360057,0.0001769413,0.0002777839,0.000002579033,0.000004820726,0.0001313867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9342438,"threshold_uncertainty_score":0.9963305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022344765035447,"score_gpt":0.479855199362121,"score_spread":0.3776207228585763,"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."}}