{"id":"W3023549038","doi":"","title":"Requirements and Risk Analysis for Health and Safety Managers and Professionals","year":2016,"lang":"en","type":"article","venue":"ASSE Professional Development Conference and Exposition","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Risk analysis (engineering); Risk management; Business; Health professionals; Health care; Political science; Finance","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002243854,0.0002498297,0.0004913171,0.00022464,0.002683113,0.00002246862,0.00007057607,0.000252198,0.00007781052],"category_scores_gemma":[0.0001902477,0.0001684,0.00003269437,0.0001716268,0.0001399983,0.0003903033,0.0002314545,0.0002857494,0.000006738695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231481,"about_ca_system_score_gemma":0.0007001854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008943191,"about_ca_topic_score_gemma":0.0002904017,"domain_scores_codex":[0.9967459,0.0009221425,0.0008781191,0.0006035194,0.0003137648,0.0005365672],"domain_scores_gemma":[0.9975145,0.001150009,0.0004786661,0.0001584229,0.0002574096,0.0004409446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001357999,0.0001373787,0.7610076,0.002064073,0.0005877592,0.00000220702,0.02594681,1.662387e-7,0.0003214386,0.02166033,0.001586373,0.1853279],"study_design_scores_gemma":[0.002507363,0.0002001889,0.9665095,0.002839544,0.0001224594,0.000002582375,0.01197811,0.0001577492,0.00004745419,0.007228814,0.008008759,0.000397488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559008,0.0008688025,0.01055879,0.02990523,0.0004261923,0.001928474,0.0001827425,0.00006133404,0.0001676708],"genre_scores_gemma":[0.9830712,0.006163765,0.004324221,0.002897933,0.00006991984,0.0005423237,0.0002421915,0.00001694858,0.002671496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2055019,"threshold_uncertainty_score":0.9986153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131134008688978,"score_gpt":0.4539610143653937,"score_spread":0.3408476134964959,"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."}}