{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03569216,0.002525828,0.001220259,0.002058532,0.001885967,0.006491224,0.002458523,0.008888915,0.01341503],"category_scores_gemma":[0.0232251,0.0004600004,0.002186894,0.0008425761,0.001588974,0.002061663,0.005397996,0.009093971,0.006559845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003387684,"about_ca_system_score_gemma":0.009611893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003787397,"about_ca_topic_score_gemma":0.007141152,"domain_scores_codex":[0.9851224,0.006597354,0.0007413784,0.001158957,0.004651924,0.001727921],"domain_scores_gemma":[0.9613809,0.006640112,0.001364885,0.001025141,0.01825828,0.01133068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00164995,0.0004639386,0.001995534,0.001237051,0.0002328647,0.0006079839,0.0003790169,0.0009145796,0.001511065,0.002771621,0.8471445,0.1410919],"study_design_scores_gemma":[0.0002585636,0.0006204086,0.005356907,0.001782553,0.00022725,0.0003379401,0.0004602185,0.00052716,0.002563077,0.003843087,0.9839218,0.0001010899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01004493,0.1165826,0.006249027,0.4590214,0.369608,0.0007724506,0.002350258,0.0002530565,0.03511817],"genre_scores_gemma":[0.1170779,0.1649416,0.01947792,0.1619778,0.3246069,0.0016515,0.009003635,0.0008950514,0.2003677],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03569216,"threshold_uncertainty_score":0.1887605,"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."}}