{"id":"W4378176766","doi":"10.1186/s12874-023-01944-2","title":"Development of the global inflammatory bowel disease visualization of epidemiology studies in the 21st century (GIVES-21)","year":2023,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba","funders":"Canadian Institutes of Health Research; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Epidemiology; Medicine; Inflammatory bowel disease; Incidence (geometry); Disease; Population; Crohn's disease; Ulcerative colitis; Cohort study; Cohort; Environmental health; Developed country; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2096442,0.001201076,0.002190369,0.01645575,0.001761331,0.01005162,0.003303071,0.002275408,0.005107004],"category_scores_gemma":[0.2599861,0.001299356,0.003050135,0.01953377,0.002279683,0.005879976,0.01919795,0.003391624,0.001178253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906388,"about_ca_system_score_gemma":0.01748017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004495272,"about_ca_topic_score_gemma":0.007157242,"domain_scores_codex":[0.8710003,0.08843048,0.01717402,0.005244149,0.0162364,0.001914706],"domain_scores_gemma":[0.4937679,0.2002646,0.07472327,0.07620505,0.1159995,0.03903966],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009192192,0.0003283307,0.3395093,0.01007279,0.002449674,0.0004728913,0.009166972,0.001762013,0.002576082,0.03629511,0.1046059,0.4918418],"study_design_scores_gemma":[0.000491096,0.0009318343,0.2563993,0.01321883,0.001013592,0.001061053,0.003364229,0.001571889,0.001347461,0.01576384,0.7045937,0.000243233],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1787836,0.1155838,0.3829474,0.06742314,0.02356358,0.02915715,0.1118164,0.008688519,0.08203649],"genre_scores_gemma":[0.1984655,0.02306699,0.6822988,0.008529336,0.006618788,0.03069212,0.04459465,0.00128424,0.004449522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7903558,"threshold_uncertainty_score":0.9746494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3527061321712894,"score_gpt":0.5316630410264684,"score_spread":0.1789569088551791,"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."}}