{"id":"W2919757880","doi":"10.1007/s40268-019-0263-2","title":"Ulcerative Colitis: Shifting Sands","year":2019,"lang":"en","type":"review","venue":"Drugs in R&D","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Pfizer","keywords":"Medicine; Ulcerative colitis; Disease; Inflammatory bowel disease; Quality of life (healthcare); Proctitis; Internal medicine; Colitis; Intensive care medicine; Gastroenterology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002761141,0.0003265417,0.0006223063,0.00008794481,0.00003530449,0.00003213403,0.0003024701,0.000407569,0.00005294351],"category_scores_gemma":[0.00007137997,0.0003095872,0.0003017662,0.00009662959,0.00005019103,0.000002501545,0.0001800986,0.0002408153,0.0002311929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380784,"about_ca_system_score_gemma":0.0004462747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007988785,"about_ca_topic_score_gemma":0.0000301635,"domain_scores_codex":[0.9984164,0.000232502,0.0004091698,0.0005060247,0.0001230643,0.0003128534],"domain_scores_gemma":[0.9991568,0.00002673787,0.0001879601,0.0005154576,0.00003846521,0.00007452995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001235851,0.0001067271,0.0002510784,0.02523793,0.0003431579,0.0002427957,0.0004439832,0.00001195864,0.000005079607,0.001190061,0.006201713,0.9658419],"study_design_scores_gemma":[0.000250512,0.00001877516,0.0002927035,0.002681851,0.000105824,0.000006527386,0.00004066264,0.000003353583,0.000005304088,0.00001549419,0.9961987,0.0003802865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008230197,0.9848055,0.000006180288,0.000002817298,0.0003339455,0.0006722165,0.00009310195,0.00001335436,0.01324981],"genre_scores_gemma":[0.0004122568,0.9963924,0.00006845054,0.00007709385,0.0004031501,0.0001652639,0.0006576843,0.00006873462,0.001754923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.989997,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149741843679606,"score_gpt":0.3160678775912923,"score_spread":0.2945704591544963,"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."}}