{"id":"W4383681685","doi":"10.58931/cibdt.2023.1214","title":"Post-operative Crohn's disease: Current and emerging management techniques","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Crohn's disease; Infliximab; Disease; Refractory (planetary science); Inflammatory bowel disease; Randomized controlled trial; Intensive care medicine; Surgery; Referral; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000912226,0.0001335778,0.0000655324,0.0001477466,0.0001598354,0.00004301345,0.0001199318,0.00004420751,0.00005286971],"category_scores_gemma":[0.00002944409,0.0001420515,0.00004218116,0.00009291754,0.00006119542,0.000005304653,0.000085079,0.00005490588,0.000058547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004650625,"about_ca_system_score_gemma":0.0002027448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005286674,"about_ca_topic_score_gemma":0.009203019,"domain_scores_codex":[0.9991522,0.00003497321,0.0001033552,0.00030475,0.00008005978,0.0003246974],"domain_scores_gemma":[0.9991159,0.000002362342,0.00002047467,0.0002634362,0.00005707802,0.0005407056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005007626,0.0001166576,0.07582615,0.001110407,0.0005920206,0.01901438,0.001328563,0.0001152571,0.02580783,0.01999207,0.350587,0.5050089],"study_design_scores_gemma":[0.0001890298,0.00001931725,0.557959,0.00004349505,0.00002946891,0.000002205138,0.000143369,0.00005080124,0.001079062,0.0001487915,0.440024,0.0003114298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991873,0.0009899177,0.00004056326,0.00110828,0.0002745811,0.0005751381,0.0003571932,0.00008283941,0.004698463],"genre_scores_gemma":[0.9951259,0.0004474149,0.00009372451,0.0007595989,0.000185845,0.000140665,0.0004146884,0.00003321698,0.002798941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5046974,"threshold_uncertainty_score":0.5792694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006063018548041332,"score_gpt":0.2527387171571805,"score_spread":0.2466756986091392,"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."}}