{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009594519,0.0002191016,0.0002009624,0.0001039754,0.0002686693,0.00001837338,0.0001305125,0.00008386777,0.0002519501],"category_scores_gemma":[0.00008075434,0.000185551,0.00008162,0.0001413328,0.0001969197,0.000006509315,0.0001331336,0.00008817654,0.000002714292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887684,"about_ca_system_score_gemma":0.0003860469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008626637,"about_ca_topic_score_gemma":0.0001597345,"domain_scores_codex":[0.9984577,0.0002895663,0.0002728573,0.0004223851,0.0002413191,0.0003162196],"domain_scores_gemma":[0.9990566,0.00002037123,0.0002541688,0.0002466679,0.0001240513,0.0002981693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007160517,0.0008446811,0.9901353,0.00003379786,0.0001899418,0.00050876,0.00005012622,0.00003935625,0.00002362993,0.00007789052,0.0004763866,0.0004596585],"study_design_scores_gemma":[0.003283386,0.001407513,0.9941121,0.00002986229,0.0000585456,0.000001379612,0.0000596965,0.00001523727,0.0001184499,0.00001063368,0.0006924375,0.0002107274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955098,0.00008855977,0.000001197469,0.00003653683,0.00009082429,0.0007833156,0.003358657,0.00002046035,0.0001106371],"genre_scores_gemma":[0.9951628,0.00002984815,0.00001039713,0.0002963476,0.00002452674,0.0003094535,0.003852885,0.00002855923,0.0002852245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003976878,"threshold_uncertainty_score":0.7566549,"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."}}