{"id":"W4295096697","doi":"10.5554/22562087.e1047","title":"Choosing Wisely","year":2022,"lang":"en","type":"article","venue":"Colombian Journal of Anesthesiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Canadian Medical Association","funders":"","keywords":"Medicine; Intensive care medicine","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007360517,0.0001503081,0.000592017,0.0002826187,0.001533161,0.000007668135,0.000597246,0.0001797526,0.002648096],"category_scores_gemma":[0.00202084,0.0001406962,0.0001351266,0.0003224867,0.0001419552,0.0002271563,0.0001972769,0.002621026,0.0001493765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004502405,"about_ca_system_score_gemma":0.001821558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007694876,"about_ca_topic_score_gemma":0.00002498091,"domain_scores_codex":[0.9880655,0.009369303,0.001337205,0.0002100893,0.0003886581,0.0006291812],"domain_scores_gemma":[0.9944482,0.00256918,0.001876938,0.0003026059,0.0004876391,0.0003154569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002239599,0.0005278615,0.8694893,0.0003073649,0.0001464706,0.002224767,0.01546845,0.0001166256,0.00199327,0.007067504,0.07204691,0.02837192],"study_design_scores_gemma":[0.001449155,0.003055596,0.2786212,0.00008316413,0.00005258717,0.001468143,0.01394826,0.00001538298,0.00002556272,0.004027965,0.697036,0.0002170101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718986,0.001046945,0.00003175475,0.02314106,0.001979061,0.0003316692,0.000005086284,0.00003406715,0.001531715],"genre_scores_gemma":[0.977398,0.00008827853,0.0006173491,0.02055776,0.0005799485,0.00003363506,0.000003448309,0.0000337819,0.0006877313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6249891,"threshold_uncertainty_score":0.9997667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5415650641616795,"score_gpt":0.5154914617288495,"score_spread":0.02607360243282997,"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."}}