{"id":"W4399238410","doi":"10.1016/j.dld.2024.04.017","title":"Healthcare resource utilization following ustekinumab initiation among bio-naïve Canadian patients with moderately-to-severely active Crohn's disease","year":2024,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; McMaster University; University of Calgary; McGill University Health Centre","funders":"Janssen Canada; Ferring Pharmaceuticals; Pfizer","keywords":"Ustekinumab; Crohn's disease; Medicine; Disease; Health care; Crohn disease; Internal medicine; Infliximab; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002388786,0.0001975539,0.0003807654,0.0005452618,0.001116125,0.0009451754,0.0006424292,0.0004764339,0.002547383],"category_scores_gemma":[0.001777241,0.0001583399,0.0007538839,0.001682028,0.000251851,0.0003510289,0.0004356823,0.000930575,0.00015815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01238524,"about_ca_system_score_gemma":0.0126131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9396223,"about_ca_topic_score_gemma":0.958334,"domain_scores_codex":[0.9994394,0.0000450145,0.0000414255,0.00005995397,0.0001551868,0.0002589143],"domain_scores_gemma":[0.9988323,0.00009312687,0.0003655123,0.00002058918,0.0002723673,0.0004161461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004114823,0.00008330419,0.9945043,0.00003373345,0.00007211116,0.0001459201,0.000218431,0.0001353952,0.0001365044,0.00005908161,0.0008127976,0.003386904],"study_design_scores_gemma":[0.00001149781,0.00006410419,0.9984887,0.00002410151,0.0000386588,0.00007422068,0.0005506549,0.0001970613,0.00002897764,0.00001459593,0.0004967421,0.00001072012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924171,0.0009393582,0.00002835886,0.0003941671,0.00001657447,0.0000312184,0.003471321,0.00000669752,0.00269527],"genre_scores_gemma":[0.9975943,0.000371442,0.00004838646,0.0001576661,0.00001103858,0.000008896692,0.001336525,0.00000162931,0.0004700701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06037766,"threshold_uncertainty_score":0.1214664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128662875246682,"score_gpt":0.2318650747904461,"score_spread":0.2205784460379793,"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."}}