{"id":"W4391232054","doi":"10.1093/ibd/izae020.098","title":"EPIDEMIOLOGY OF INFLAMMATORY BOWEL DISEASE AMONG EARLY-INDUSTRIALIZED REGIONS OF THE WORLD: CHALLENGES IN SUSTAINABLE HEALTHCARE DELIVERY","year":2024,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflammatory bowel disease; Epidemiology; Medicine; Disease; Health care; Healthcare delivery; Inflammatory Bowel Diseases; Healthcare system; Crohn's disease; Developed country; Environmental health; Intensive care medicine; Internal medicine; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01354078,0.0003785065,0.0005813504,0.004192707,0.002523893,0.005193427,0.001597042,0.001056922,0.001906724],"category_scores_gemma":[0.02059475,0.0002933734,0.000410752,0.00707472,0.00164773,0.002428691,0.002934417,0.00137959,0.0002404725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009696637,"about_ca_system_score_gemma":0.04351803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4401367,"about_ca_topic_score_gemma":0.5276794,"domain_scores_codex":[0.9931436,0.003074216,0.0006863861,0.0004392959,0.001952672,0.0007038818],"domain_scores_gemma":[0.9802249,0.005015495,0.003739083,0.0007923293,0.007848685,0.002379567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008371448,0.0001356426,0.6056262,0.003915713,0.0002284757,0.0006947091,0.01461104,0.001838669,0.0009864095,0.008301713,0.03463552,0.3289422],"study_design_scores_gemma":[0.0000243043,0.0002093082,0.82557,0.008739782,0.0001419953,0.0006468476,0.03502194,0.00143273,0.0003859581,0.008097271,0.1195975,0.0001323216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3166286,0.2154311,0.01360514,0.409702,0.001496886,0.001079919,0.008458163,0.000255664,0.03334241],"genre_scores_gemma":[0.8340396,0.1198222,0.02901301,0.01101814,0.001195655,0.0004740641,0.002378277,0.00003859217,0.002020437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4401367,"threshold_uncertainty_score":0.8751496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567522550419121,"score_gpt":0.2778678175430926,"score_spread":0.2521925920389014,"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."}}