{"id":"W4397005680","doi":"10.1186/s12876-024-03226-7","title":"Clinical and health care utilization variables can predict 90-day hospital re-admission in adults with Crohn’s disease for point of care risk evaluation","year":2024,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; SickKids Foundation; Ottawa Hospital; McMaster University; University of Ottawa","funders":"Hospital for Sick Children; University of Toronto","keywords":"Medicine; Confidence interval; Logistic regression; Odds ratio; Emergency medicine; Youden's J statistic; Health care; Crohn's disease; Retrospective cohort study; Internal medicine; Disease; Receiver operating characteristic; Pediatrics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005516598,0.0001512511,0.0001897642,0.0000716793,0.00004627303,0.00001217759,0.00008057646,0.0001047326,0.000006687593],"category_scores_gemma":[0.0002432612,0.0001331678,0.00007626959,0.00003737631,0.000108931,0.000007551359,0.00006091749,0.00008271568,2.137438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005289135,"about_ca_system_score_gemma":0.0005725147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003237124,"about_ca_topic_score_gemma":0.003549928,"domain_scores_codex":[0.9983001,0.0004365504,0.0003931507,0.0004962027,0.000130256,0.0002437778],"domain_scores_gemma":[0.999188,0.00001982856,0.0001449083,0.0002516971,0.0002050855,0.0001904854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004765088,0.00007096252,0.9906169,0.0009865358,0.00003244646,0.00001472576,0.0007989894,0.0004104826,0.00001707126,0.00001577929,0.0003962735,0.001874713],"study_design_scores_gemma":[0.002959205,0.002053604,0.9887764,0.0002997349,0.0000979433,0.000001830805,0.0009171835,0.004638769,0.000033472,0.00003037425,0.0001106762,0.00008075805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991815,0.001478234,0.004541697,0.0001671218,0.0002139398,0.001237519,0.0005240525,0.00001493001,0.00000746879],"genre_scores_gemma":[0.9971908,0.0001646733,0.0009081929,0.00009923008,0.0001272082,0.0001788522,0.001300778,0.00002546014,0.000004806035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005375763,"threshold_uncertainty_score":0.5430424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496949652475287,"score_gpt":0.3086889779461287,"score_spread":0.2937194814213758,"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."}}