{"id":"W2797601267","doi":"10.1186/s12876-018-0746-6","title":"Therapeutic preferences and outcomes in newly diagnosed patients with Crohn’s diseases in the biological era in Hungary: a nationwide study based on the National Health Insurance Fund database","year":2018,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Hungarian Scientific Research Fund","keywords":"Medicine; Medical prescription; Crohn's disease; Disease; Population; Database; Inflammatory bowel disease; Diagnosis code; Pediatrics; Medical record; Internal medicine; Family medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0006499354,0.0001714505,0.0003911376,0.001158373,0.000311393,0.0006438785,0.0003207065,0.0003033142,0.001060019],"category_scores_gemma":[0.001961815,0.0002255152,0.0005988842,0.001777996,0.0002166911,0.0005116079,0.0006114626,0.0004432643,0.0001511119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006775429,"about_ca_system_score_gemma":0.0005438316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131911,"about_ca_topic_score_gemma":0.01154798,"domain_scores_codex":[0.9992736,0.0001430222,0.0001562676,0.0001471047,0.0001427339,0.0001372822],"domain_scores_gemma":[0.9985523,0.0002006289,0.0008140386,0.00007708291,0.0001305601,0.000225379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004075401,0.00002889595,0.9991781,0.00001100132,0.00003289197,0.00005274998,0.00006023116,0.00002691658,0.00002418271,0.000009783296,0.0001033329,0.0004310517],"study_design_scores_gemma":[0.000005340058,0.00002523101,0.9993842,0.000006555192,0.00001763348,0.0001192689,0.0001948537,0.0001254383,0.00001271193,0.000005568706,0.0001011426,0.000002008205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998423,0.0001659821,0.00003032435,0.00003224807,0.000003719087,0.00001114485,0.001148584,0.000001205586,0.0001839155],"genre_scores_gemma":[0.9985288,0.0001101985,0.00005475103,0.00002892188,0.000006307315,0.00001159856,0.001214526,7.266057e-7,0.00004414284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131911,"threshold_uncertainty_score":0.02622867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152410702641611,"score_gpt":0.2874829800533835,"score_spread":0.2559588730269674,"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."}}