{"id":"W2981950116","doi":"10.1016/j.dld.2019.09.020","title":"Anti-TNF dose escalation and drug sustainability in Crohn’s disease: Data from the nationwide administrative database in Hungary","year":2019,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Janssen Canada; Janssen Pharmaceuticals; Janssen Biotech","keywords":"Medicine; Crohn's disease; Drug; Disease; Inflammatory bowel disease; Database; Sustainability; Internal medicine; Pharmacology","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":[0.0002800279,0.000187229,0.0001292754,0.00004281486,0.00007915535,0.00005907786,0.0002354258,0.00004604906,0.00003124047],"category_scores_gemma":[0.0005730154,0.0001598419,0.00002866252,0.00008249328,0.0002027257,0.00007369591,0.0004413397,0.0001208667,0.000006465165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009255,"about_ca_system_score_gemma":0.0004184941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002843297,"about_ca_topic_score_gemma":0.0007752929,"domain_scores_codex":[0.9984665,0.0002819257,0.0002024843,0.0006923718,0.0001503732,0.0002063785],"domain_scores_gemma":[0.9987263,0.000127029,0.0000694167,0.0007361626,0.00008491821,0.0002561659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001327001,0.0001933852,0.9964594,0.0000771373,0.00001874446,0.0004220663,0.0002320236,0.00003939413,0.0001815585,0.000221346,0.000297393,0.0005306001],"study_design_scores_gemma":[0.0009781473,0.00001175137,0.9958917,0.00005521962,0.00004601317,3.389381e-7,0.0004328107,0.001501744,0.00002828974,0.0003010646,0.000545146,0.0002077886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939796,0.002336491,0.00001492173,0.0004983149,0.00003914762,0.0008545185,0.00219491,0.0000078049,0.00007432393],"genre_scores_gemma":[0.9954831,0.0002759465,0.00001922975,0.000274268,0.00006483157,0.00004415559,0.003718721,0.00001386875,0.0001059082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002060545,"threshold_uncertainty_score":0.6518165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537698741954558,"score_gpt":0.2743675536805715,"score_spread":0.2589905662610259,"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."}}