{"id":"W4407285604","doi":"10.1093/jcag/gwae059.222","title":"A222 PATTERNS OF SPECIALIST HEALTHCARE DELIVERY AMONG INFLAMMATORY BOWEL DISEASE PATIENTS IN RESPONSE TO THE COVID-19 PANDEMIC IN ONTARIO","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Pandemic; Inflammatory bowel disease; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Healthcare delivery; Health care; Inflammatory Bowel Diseases; Disease; Inflammatory response; Intensive care medicine; Virology; Immunology; Inflammation; Internal medicine; Outbreak; Infectious disease (medical specialty); Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004583677,0.0002380217,0.0003635531,0.001312254,0.001769383,0.001046759,0.001083687,0.0004543032,0.003322014],"category_scores_gemma":[0.002740461,0.0003707178,0.0007082536,0.003953613,0.0006402584,0.0004067382,0.001170036,0.0004760174,0.000263662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02361882,"about_ca_system_score_gemma":0.01985327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9827104,"about_ca_topic_score_gemma":0.9899221,"domain_scores_codex":[0.9987023,0.0001075056,0.0001160777,0.0002179087,0.0003244657,0.0005318069],"domain_scores_gemma":[0.9959513,0.0001781285,0.00165385,0.0001099063,0.00103197,0.001074769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006928716,0.00001852012,0.9943442,0.00006469961,0.00003941814,0.0001141418,0.001182338,0.00009364384,0.0002071506,0.00006963315,0.00216975,0.001627071],"study_design_scores_gemma":[0.000005656627,0.00001368957,0.9979983,0.00002885913,0.000007210099,0.00003534162,0.0009541105,0.0001280661,0.00001669517,0.000008631778,0.0007980376,0.000005417901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799683,0.0005709669,0.0001271073,0.0009665742,0.00002266988,0.0001145947,0.01417233,0.00001733726,0.004040197],"genre_scores_gemma":[0.9949325,0.0002902439,0.0001238585,0.0001753633,0.00001140282,0.00005127112,0.003364925,0.000006028411,0.001044386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02361882,"threshold_uncertainty_score":0.1713673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380507666646237,"score_gpt":0.3290452819486532,"score_spread":0.3052402052821909,"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."}}