{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02895789,0.0009038597,0.002040399,0.002375261,0.01443645,0.01410833,0.002630114,0.03690381,0.03240528],"category_scores_gemma":[0.1023213,0.001257111,0.002323552,0.002485335,0.01377888,0.01379919,0.01400456,0.06042075,0.006761817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01068858,"about_ca_system_score_gemma":0.04126998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02659498,"about_ca_topic_score_gemma":0.0672425,"domain_scores_codex":[0.9728408,0.01210931,0.001358843,0.001140119,0.00692732,0.005623579],"domain_scores_gemma":[0.8520285,0.04929915,0.01099998,0.003122519,0.01225459,0.07229517],"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":[0.0001062617,0.0004725096,0.007179181,0.0002577951,0.0001169165,0.0001485553,0.002054571,0.00004775278,0.0001452774,0.005331971,0.931065,0.05307415],"study_design_scores_gemma":[0.0007039476,0.0003057755,0.02834298,0.003402765,0.0002101602,0.0002476649,0.0132909,0.0002237925,0.0001492039,0.01525612,0.9376655,0.0002010907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009773017,0.001649702,0.00004077474,0.9896343,0.004873858,0.000007368879,0.0000226632,0.00001019532,0.002783901],"genre_scores_gemma":[0.01443546,0.003213233,0.0004570364,0.9683259,0.009911234,0.00007707372,0.00004912409,0.00004366509,0.003487306],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03690381,"threshold_uncertainty_score":0.1531458,"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."}}