{"id":"W3202192363","doi":"10.1002/ueg2.12143","title":"UEG Week 2021 Moderated Posters","year":2021,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Takeda Canada; Humanitas Research Hospital; McGill University Health Centre; McMaster University; Galápagos; McGill University; Gilead Sciences","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005427604,0.0001927625,0.0002974585,0.000299917,0.0002412816,0.00003943503,0.0001174083,0.00005175881,0.0006843594],"category_scores_gemma":[0.0004098104,0.0001594499,0.0001372381,0.0001760036,0.0002925974,0.0000525323,0.0001172415,0.00110181,0.0002227146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003178659,"about_ca_system_score_gemma":0.00006249461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001047074,"about_ca_topic_score_gemma":0.000001799234,"domain_scores_codex":[0.9975482,0.001055654,0.0004153762,0.0002656713,0.0001969526,0.0005181229],"domain_scores_gemma":[0.9987481,0.00004482512,0.0001286031,0.0002452541,0.0004341393,0.0003990344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001302138,0.0007690915,0.832888,0.00003269282,0.0009635507,0.05185979,0.001005791,0.00008666448,0.01051756,0.00002608808,0.09611928,0.004429366],"study_design_scores_gemma":[0.01298736,0.003520396,0.7491135,0.0005070596,0.0007867005,0.1922051,0.001706892,0.001098911,0.000485151,0.00007277844,0.0372068,0.0003093828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634911,0.0004188057,0.004344231,0.01949486,0.0007441491,0.00005434164,0.00000771253,0.00005419538,0.01139055],"genre_scores_gemma":[0.9596847,0.0005197548,0.003169478,0.03210742,0.0007072212,0.000001068718,0.0001177595,0.00005119169,0.003641424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1403453,"threshold_uncertainty_score":0.7493256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833841421448944,"score_gpt":0.2619103779524342,"score_spread":0.2335719637379448,"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."}}