{"id":"W3127870523","doi":"10.1007/s40264-020-01033-z","title":"Risk Management for the 21st Century: Current Status and Future Needs","year":2021,"lang":"en","type":"article","venue":"Drug Safety","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Health Canada","funders":"U.S. Food and Drug Administration","keywords":"Medicine; Risk management; Risk analysis (engineering); Harmonization; Guideline; Pharmacovigilance; Health care; Risk assessment; Management science; Engineering; Computer science; Business; Pharmacology; Drug; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005939032,0.0001560544,0.0004541728,0.0001168151,0.0004377584,0.00009632743,0.0001602213,0.00005539134,0.0002449754],"category_scores_gemma":[0.000352284,0.0001560941,0.0001180465,0.0002048535,0.00004439735,0.0001638046,0.0001006269,0.0001702343,0.0002335469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668416,"about_ca_system_score_gemma":0.00006473224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001401889,"about_ca_topic_score_gemma":0.0001040202,"domain_scores_codex":[0.9973801,0.0001800376,0.00157919,0.000395918,0.00006567261,0.0003990522],"domain_scores_gemma":[0.9976537,0.0008480928,0.0007954756,0.0005070117,0.00005360227,0.0001421748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002230244,0.00006645198,0.01356856,0.0004118359,0.000161127,3.588717e-7,0.003549036,0.00006625649,4.830052e-8,0.898759,0.02012706,0.06326794],"study_design_scores_gemma":[0.0007696064,0.000008014363,0.03564389,0.00002158867,0.00002206061,0.000001006413,0.01604487,0.0008903259,6.331666e-7,0.008030258,0.9383942,0.0001735551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04688583,0.5244604,0.01310533,0.311042,0.0182555,0.006084796,0.008974514,0.000238459,0.0709532],"genre_scores_gemma":[0.2457553,0.7062715,0.01196643,0.02258879,0.006820011,0.0009275749,0.0008071665,0.0001761282,0.004687171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9182671,"threshold_uncertainty_score":0.6365332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072818179587929,"score_gpt":0.3666576881672384,"score_spread":0.2593758702084455,"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."}}