{"id":"W4283164803","doi":"10.1136/gutjnl-2022-bsg.183","title":"P127 Optical diagnosis training to improve dysplasia characterisation in inflammatory bowel disease (OPTIC-IBD): a multicentre RCT","year":2022,"lang":"en","type":"article","venue":"Poster presentations","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dysplasia; Inflammatory bowel disease; Randomized controlled trial; Colonoscopy; Clinical endpoint; Physical therapy; Internal medicine; Disease; Colorectal cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009128738,0.001382774,0.002341845,0.0004706996,0.0009640184,0.001725014,0.001169141,0.003607132,0.02041832],"category_scores_gemma":[0.01851588,0.000694025,0.003730329,0.0004920564,0.00104318,0.002067086,0.001373814,0.002489178,0.002101728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662413,"about_ca_system_score_gemma":0.003290433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003419831,"about_ca_topic_score_gemma":0.004559868,"domain_scores_codex":[0.9934363,0.004441989,0.0006342854,0.0005236661,0.0004488882,0.0005149494],"domain_scores_gemma":[0.9926624,0.00390485,0.001339123,0.0005014232,0.0007617105,0.0008305262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.667322,0.04848605,0.0130102,0.0703659,0.01423498,0.0003719046,0.002405571,0.0007768859,0.001810636,0.001150336,0.01435627,0.1657092],"study_design_scores_gemma":[0.6383416,0.2706653,0.0372419,0.01818468,0.01458948,0.0001795233,0.001383601,0.001124251,0.0009447442,0.001351901,0.01584069,0.0001523292],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8199345,0.034876,0.003459041,0.004998792,0.002519818,0.1146308,0.004848099,0.0003876423,0.01434522],"genre_scores_gemma":[0.8951921,0.005483483,0.007236955,0.00373925,0.001026246,0.08280957,0.0007783595,0.00004292442,0.003691086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02041832,"threshold_uncertainty_score":0.06830609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332771492849919,"score_gpt":0.2922276651490576,"score_spread":0.2688999502205584,"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."}}