{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004715107,0.001475781,0.001449481,0.001891939,0.004876558,0.01283025,0.001616481,0.007281011,0.09760188],"category_scores_gemma":[0.05337809,0.0004585686,0.001263298,0.0008418008,0.002968752,0.009005407,0.004222626,0.01402147,0.07811288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791027,"about_ca_system_score_gemma":0.004047649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164296,"about_ca_topic_score_gemma":0.006494546,"domain_scores_codex":[0.9911706,0.002604369,0.0006645332,0.001067271,0.00351995,0.0009732299],"domain_scores_gemma":[0.9688367,0.006491974,0.001315784,0.00158654,0.01202347,0.009745528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001988498,0.00001433588,0.0001291667,0.00009388517,0.000009414271,0.0001538154,0.000157179,0.00001192284,0.0001315881,0.002050783,0.9758316,0.02139643],"study_design_scores_gemma":[0.000008207438,0.00001099069,0.0001357525,0.0002039559,0.000007625888,0.000280636,0.0005020617,0.00002883131,0.0001085095,0.002670527,0.9960201,0.00002290223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0005076314,0.007531558,0.001927572,0.3104765,0.6333517,0.00007834092,0.0001578814,0.0005492163,0.04541973],"genre_scores_gemma":[0.009203877,0.007001826,0.003440664,0.4942196,0.2699003,0.0001316222,0.0002151239,0.001039305,0.2148477],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.09760188,"threshold_uncertainty_score":0.3265108,"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."}}