{"id":"W4406814914","doi":"10.1053/j.gastro.2025.01.011","title":"Burden and Social Determinants of Health in Pediatric Inflammatory Bowel Disease: Lessons Learned From Epidemiologic Studies Using Health Administrative Data","year":2025,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation","funders":"Hospital for Sick Children; University of Toronto; Dairy Farmers of Ontario; Janssen Research and Development; Pfizer","keywords":"Social determinants of health; Environmental health; Medicine; Data science; Public health; Computer science; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.03615586,0.000802781,0.001297006,0.003564026,0.000792805,0.003506133,0.001747589,0.001708919,0.001232362],"category_scores_gemma":[0.08850537,0.0009633495,0.002580354,0.007974671,0.00158789,0.005243508,0.002783212,0.003175721,0.0001694112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111398,"about_ca_system_score_gemma":0.003060485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06090192,"about_ca_topic_score_gemma":0.06486529,"domain_scores_codex":[0.9788958,0.01564619,0.001858667,0.001566769,0.001338264,0.0006942161],"domain_scores_gemma":[0.907692,0.07059144,0.006351061,0.009481437,0.004563744,0.001320301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008109654,0.00007242225,0.9745221,0.0002216228,0.001329137,0.00007430398,0.0007888823,0.0006674068,0.00004496268,0.002187269,0.00126884,0.01874198],"study_design_scores_gemma":[0.00003689642,0.00016447,0.9681031,0.001164864,0.001382143,0.0001851344,0.004394689,0.004908772,0.0001597659,0.01210094,0.007311134,0.00008814618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.832711,0.07589845,0.02412166,0.04980912,0.0008873317,0.000168521,0.007031837,0.0001013816,0.009270653],"genre_scores_gemma":[0.9711096,0.01757262,0.00714186,0.00148697,0.0007449497,0.00008170709,0.001562667,0.00004062248,0.000258926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06090192,"threshold_uncertainty_score":0.1912128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4420378897688175,"score_gpt":0.5544247428388074,"score_spread":0.1123868530699899,"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."}}