{"id":"W4406091027","doi":"10.58931/cibdt.2024.2336","title":"Can Non-invasive Monitoring Replace Ileocolonoscopy for Postoperative Recurrence of Crohn’s Disease?","year":2024,"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":"BC Children's Hospital","funders":"","keywords":"Medicine; Crohn's disease; Disease; Surgery; Radiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001032298,0.0001611604,0.0001166787,0.00009549617,0.0001076219,0.00004516607,0.0001887416,0.00009689017,0.00002695884],"category_scores_gemma":[0.0002705372,0.0001735757,0.0001085096,0.0000849776,0.00008788526,0.000007325907,0.00002895174,0.00007452896,0.00001083267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451501,"about_ca_system_score_gemma":0.003161171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002551933,"about_ca_topic_score_gemma":0.03097382,"domain_scores_codex":[0.9989759,0.00003291177,0.0001752922,0.0004021346,0.00007841888,0.0003353023],"domain_scores_gemma":[0.9988775,0.00002804347,0.00003743162,0.0003497305,0.0001617447,0.0005455844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003999579,0.0001959183,0.2295615,0.004196079,0.001388776,0.008280904,0.007673131,0.001463856,0.4340808,0.00800337,0.286788,0.01436811],"study_design_scores_gemma":[0.001196889,0.000482191,0.545278,0.001124771,0.0002153812,0.00001522139,0.0006784307,0.0004711048,0.3219819,0.0006193422,0.126606,0.001330835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943418,0.0009720237,0.00008442817,0.00069622,0.0009307463,0.0007947469,0.001419112,0.00001377961,0.0007471517],"genre_scores_gemma":[0.9973862,0.00004717152,0.0002331111,0.0001827061,0.0003269845,0.0002529823,0.0001713236,0.00003281554,0.001366724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3157164,"threshold_uncertainty_score":0.9867084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009211725967785668,"score_gpt":0.2552072857061855,"score_spread":0.2459955597383998,"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."}}