{"id":"W67697165","doi":"10.1038/ajg.2010.232","title":"Administrative Database Studies in IBD: A Cautionary Tale","year":2010,"lang":"en","type":"letter","venue":"The American Journal of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Inflammatory bowel disease; Inflammatory Bowel Diseases; Crohn's disease; Disease; Crohn disease; Intensive care medicine; Ulcerative colitis; MEDLINE; Database; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09776391,0.001606482,0.004507984,0.004591435,0.004904186,0.009785008,0.008174031,0.03124995,0.004676688],"category_scores_gemma":[0.3130548,0.001727716,0.003166632,0.006773568,0.0142956,0.01480661,0.005736134,0.06176467,0.005519635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004694249,"about_ca_system_score_gemma":0.005718308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006633684,"about_ca_topic_score_gemma":0.009970915,"domain_scores_codex":[0.8991548,0.05188949,0.02171421,0.005539838,0.02074515,0.0009565182],"domain_scores_gemma":[0.539119,0.383924,0.0143461,0.0165334,0.04009755,0.005979871],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001467162,0.00007310666,0.004490743,0.0009496388,0.0002292955,0.001718939,0.0006033236,0.0002148163,0.0001401399,0.01115738,0.9449381,0.03533782],"study_design_scores_gemma":[0.0004539855,0.0002515983,0.00732914,0.007671468,0.0002831997,0.008265673,0.002543124,0.001817613,0.0004476879,0.07831652,0.8922375,0.0003824198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003334993,0.006310621,0.0008864969,0.9605162,0.03065633,0.00003948903,0.0001202865,0.00005693654,0.001080229],"genre_scores_gemma":[0.003879071,0.006337001,0.002429977,0.9008096,0.08517896,0.0001261324,0.00006500451,0.00004298015,0.001131252],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9022361,"threshold_uncertainty_score":0.5170312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429875082685662,"score_gpt":0.3110652110507181,"score_spread":0.2867664602238615,"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."}}