{"id":"W6889692353","doi":"10.25934/pr00009332","title":"Outcomes from Induction Using Ustekinumab or Vedolizumab Among Patients Who Have Prior Biologic Intolerance vs Biologic Failure in Ulcerative colitis and Crohn's disease","year":2024,"lang":"en","type":"dataset","venue":"Vivli","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Ulcerative colitis; Ustekinumab; Vedolizumab; Inflammatory bowel disease; Disease; Abdominal pain; Crohn's disease","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":[0.0009753364,0.0002218348,0.0009932393,0.000405906,0.0004125188,0.0008892438,0.000354976,0.0006626021,0.002166325],"category_scores_gemma":[0.002423308,0.000144938,0.002351052,0.0006990613,0.0003082737,0.000712478,0.0007012101,0.001768962,0.0002520398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006527913,"about_ca_system_score_gemma":0.0005005858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001173795,"about_ca_topic_score_gemma":0.001836961,"domain_scores_codex":[0.9993262,0.0001768388,0.00009238606,0.0001072872,0.0001075713,0.0001896375],"domain_scores_gemma":[0.9975114,0.0004448793,0.001114019,0.00006569603,0.0001175586,0.0007464184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0687608,0.001717892,0.8412447,0.001247123,0.002280169,0.0005112091,0.0003820431,0.0008042679,0.00118203,0.0004348475,0.00345419,0.07798067],"study_design_scores_gemma":[0.003672435,0.01487565,0.9721134,0.000692313,0.002416328,0.000769127,0.0005274258,0.0009828048,0.0003276186,0.0004756723,0.003092714,0.00005445204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9847974,0.0121134,0.00008621651,0.0005137311,0.0001317658,0.00005639929,0.0006312992,0.000006699456,0.001663067],"genre_scores_gemma":[0.9957646,0.002034232,0.00006569523,0.0004208137,0.0001551513,0.00005597357,0.001157536,0.000002794568,0.0003431983],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.002166325,"threshold_uncertainty_score":0.00724709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290112867001576,"score_gpt":0.2922660289213194,"score_spread":0.2593649002513037,"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."}}