{"id":"W3136532060","doi":"10.1093/ecco-jcc/jjab048","title":"Results of the Seventh Scientific Workshop of ECCO: Precision Medicine in IBD—Prediction and Prevention of Inflammatory Bowel Disease","year":2021,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"KU Leuven; Cleveland Clinic","keywords":"Medicine; Inflammatory bowel disease; Crohn's disease; Inflammatory Bowel Diseases; Internal medicine; Gastroenterology; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0005901699,0.0000699378,0.0001548549,0.0000727236,0.00003596106,0.00000918157,0.00008397195,0.0000618147,0.000009047257],"category_scores_gemma":[0.0004390022,0.00005251964,0.00008110321,0.00009616018,0.0002634327,0.00001517534,0.00008202319,0.00006974678,3.399775e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009990749,"about_ca_system_score_gemma":0.0002646138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000343046,"about_ca_topic_score_gemma":0.00005188468,"domain_scores_codex":[0.9987886,0.0001387902,0.0006142017,0.0001270125,0.0002493102,0.00008210796],"domain_scores_gemma":[0.9988162,0.00002435211,0.0005154638,0.0001975777,0.0003600429,0.00008639733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06852159,0.001598442,0.4744257,0.004300644,0.0006132257,0.0009054702,0.004095017,0.001510744,0.3780769,0.001487543,0.01275686,0.05170792],"study_design_scores_gemma":[0.001518754,0.0001002549,0.9812285,0.0007935048,0.00005614862,0.00002300735,0.0002652016,0.00005614138,0.01466065,0.0006967135,0.0005593521,0.0000417491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974837,0.001869382,0.00004258092,0.0001319697,0.0002018295,0.000107288,0.00006059521,5.631853e-7,0.0001020961],"genre_scores_gemma":[0.999042,0.0005307901,0.00004520116,0.00001070081,0.00007384042,0.000001541517,0.0000111705,0.000005029803,0.000279734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5068028,"threshold_uncertainty_score":0.2141689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00796710150777747,"score_gpt":0.2485754862835039,"score_spread":0.2406083847757264,"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."}}