{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005906464,0.0002705333,0.0001204003,0.0001731547,0.0002899465,0.0001527806,0.00009934286,0.00008757779,0.00001724886],"category_scores_gemma":[0.0001030632,0.0002580193,0.00008627493,0.0001731912,0.00007937892,0.00005818237,0.00006633579,0.0001015814,0.00001777206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346904,"about_ca_system_score_gemma":0.0007844252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607194,"about_ca_topic_score_gemma":0.004879424,"domain_scores_codex":[0.998475,0.0001196507,0.0001569916,0.0006452134,0.0002298595,0.0003732847],"domain_scores_gemma":[0.9980586,0.00001620982,0.00004380561,0.0002568518,0.0001757885,0.001448773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01028472,0.0001859898,0.9733518,0.0004191179,0.0003056129,0.004018557,0.001277463,0.0007713983,0.00001734103,0.0005727274,0.001284187,0.007511101],"study_design_scores_gemma":[0.0004725145,0.00007600976,0.9959329,0.0002063138,0.0001600202,3.682012e-7,0.0001001594,0.0007891449,0.00003989449,0.00004850789,0.001820014,0.00035409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963698,0.0008181721,0.0001963533,0.0001899966,0.00009310028,0.0008489239,0.00114835,0.00004208669,0.0002932644],"genre_scores_gemma":[0.9964403,0.00002951695,0.0000199569,0.0007631677,0.0001084729,0.0001130615,0.002320059,0.00005406456,0.0001514139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02258118,"threshold_uncertainty_score":0.9999872,"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."}}