{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09548734,0.00153298,0.003614921,0.004283499,0.003436554,0.01937108,0.004919851,0.0157248,0.0115268],"category_scores_gemma":[0.1014089,0.0007890767,0.00213123,0.005645842,0.01990865,0.0282334,0.01044734,0.01989844,0.002194915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009459464,"about_ca_system_score_gemma":0.02997227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004632712,"about_ca_topic_score_gemma":0.004012172,"domain_scores_codex":[0.9714154,0.01563966,0.003126133,0.00219485,0.006261673,0.001362331],"domain_scores_gemma":[0.7570096,0.1961572,0.01013889,0.005973487,0.02079486,0.009925941],"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":[0.0001644069,0.0002410725,0.001707667,0.007588252,0.0001366824,0.0001683121,0.002893312,0.002712748,0.0002704234,0.3090546,0.06046152,0.6146011],"study_design_scores_gemma":[0.00004678966,0.0002197515,0.001785157,0.02443122,0.00007891348,0.0005715419,0.006544844,0.001932881,0.0001787809,0.5719717,0.3920733,0.0001651734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001008898,0.5359457,0.01032895,0.4452937,0.002681905,0.00003156809,0.0000700296,0.0001045042,0.004534617],"genre_scores_gemma":[0.03812715,0.8622652,0.02668192,0.05641281,0.01453896,0.000196497,0.0002113588,0.0001005319,0.001465573],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09548734,"threshold_uncertainty_score":0.5049914,"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."}}