{"id":"W2981819975","doi":"10.1016/j.dld.2019.09.019","title":"Are we choosing wisely for inflammatory bowel disease care? The IG-IBD choosing wisely campaign","year":2019,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"United European Gastroenterology","keywords":"Medicine; Inflammatory bowel disease; Inflammatory Bowel Diseases; Intensive care medicine; Disease; Internal 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001184015,0.0004763601,0.0004513574,0.0001442615,0.002140816,0.0001148098,0.0003806503,0.000201733,0.0001629245],"category_scores_gemma":[0.002124419,0.0003724278,0.0002096142,0.0001949088,0.000290805,0.000947392,0.0002823922,0.0009351574,0.0003161216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003815269,"about_ca_system_score_gemma":0.001540528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434527,"about_ca_topic_score_gemma":0.0001510293,"domain_scores_codex":[0.9948726,0.001936805,0.0007038807,0.0008886136,0.0005476305,0.001050422],"domain_scores_gemma":[0.9929435,0.003013679,0.0008396254,0.0008532518,0.0008012725,0.00154873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001484748,0.000126393,0.9728852,0.004131598,0.00007714302,0.00008680602,0.0139627,0.0000280931,0.00002044884,0.00155425,0.003069881,0.002572744],"study_design_scores_gemma":[0.001321719,0.00005578393,0.9219485,0.00173161,0.0003120608,7.541994e-7,0.01826806,0.000349265,0.000003886004,0.0006829369,0.05485153,0.000473917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586701,0.01932116,0.0001440871,0.01428804,0.0009840394,0.004981691,0.0008622286,0.0002140856,0.0005345135],"genre_scores_gemma":[0.9864057,0.001086201,0.0000679607,0.009797249,0.0008438309,0.000695519,0.0001111796,0.000101127,0.0008912896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05178165,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2909468787475653,"score_gpt":0.4503488108980143,"score_spread":0.1594019321504491,"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."}}