{"id":"W4282960986","doi":"10.1093/crocol/otac021","title":"Indicators of Suboptimal Treatment and Associated Healthcare Costs Among Patients With Crohn’s Disease Initiated on Biologic or Conventional Agents","year":2022,"lang":"en","type":"article","venue":"Crohn s & Colitis 360","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Janssen Scientific Affairs","keywords":"Medicine; Cohort; Health care; Retrospective cohort study; Emergency medicine; Internal medicine; Healthcare system; Disease; Emergency department","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":[0.0007063181,0.0001787162,0.0002891077,0.001284384,0.0003371829,0.0007523764,0.0002819182,0.0003181982,0.001647993],"category_scores_gemma":[0.003923286,0.0001464031,0.0004605743,0.00185548,0.0002158074,0.0006290741,0.0006544792,0.000643936,0.000131392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008712574,"about_ca_system_score_gemma":0.0006022066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005718216,"about_ca_topic_score_gemma":0.00829408,"domain_scores_codex":[0.9989802,0.0002414802,0.0002437795,0.0001263598,0.0002522867,0.000155854],"domain_scores_gemma":[0.9945434,0.0005721335,0.004119927,0.00008840894,0.0002628682,0.0004132838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003728222,0.000009797591,0.9986581,0.00001029038,0.00002234994,0.00002218841,0.00002101269,0.00006158993,0.0000120981,0.00001807171,0.0001576367,0.0009694876],"study_design_scores_gemma":[0.000004674376,0.00003618648,0.9990923,0.00002341786,0.00001659141,0.0001679463,0.000114063,0.0002714152,0.00001825431,0.00002831214,0.0002237383,0.000002970749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963659,0.0009118266,0.00007405872,0.0002646877,0.00000644128,0.00001083667,0.001607384,0.000003926564,0.0007549172],"genre_scores_gemma":[0.9985576,0.000287931,0.0001244478,0.00004583787,0.00001700415,0.00001192775,0.0008907976,0.000001275445,0.00006306134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005718216,"threshold_uncertainty_score":0.01136988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156862718341254,"score_gpt":0.2585372320696349,"score_spread":0.2428509602355094,"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."}}