{"id":"W4388509570","doi":"10.58931/cibdt.2023.1320","title":"Today and tomorrow: the use of biomarkers in inflammatory bowel disease","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Calprotectin; Inflammatory bowel disease; Medicine; Ulcerative colitis; Guideline; Inflammatory Bowel Diseases; Clinical Practice; Disease; Crohn's disease; Intensive care medicine; Internal medicine; Immunology; Pathology; Physical therapy","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":[0.0002125789,0.0001402138,0.00008493214,0.0001813089,0.00008215247,0.00003665245,0.0001831366,0.00009614036,0.00003337388],"category_scores_gemma":[0.0002776769,0.0001250617,0.00006093765,0.0001586728,0.0001971768,0.00001001253,0.00007509249,0.00006942641,0.00002390262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004257065,"about_ca_system_score_gemma":0.0006262101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004033261,"about_ca_topic_score_gemma":0.08412595,"domain_scores_codex":[0.9989741,0.00009563538,0.0002027378,0.000267212,0.0001023363,0.0003579807],"domain_scores_gemma":[0.998912,0.00002647266,0.00004871214,0.0004693095,0.00004439856,0.000499045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003034472,0.00002189662,0.9134081,0.0001606555,0.000140789,0.00145126,0.0003586281,0.0006456886,0.01297094,0.0009520116,0.06696407,0.002622506],"study_design_scores_gemma":[0.000322587,0.00001263813,0.9212263,0.00002687351,0.0000157521,0.000002398139,0.00007534831,0.0003478846,0.0005183688,0.00006739768,0.07720679,0.0001776216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980912,0.0002434149,0.000001988864,0.0007623904,0.0001339029,0.0002831272,0.0001795014,0.00001256228,0.0002919334],"genre_scores_gemma":[0.9983732,0.00007720401,0.0000180323,0.000644418,0.00006276598,0.0000421625,0.0001073312,0.0000264817,0.0006484007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08009269,"threshold_uncertainty_score":0.9325864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325456195351798,"score_gpt":0.2161304642016185,"score_spread":0.2028759022481005,"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."}}