{"id":"W4387115779","doi":"10.1159/000533395","title":"Considerations for Colorectal Neoplasia Detection in Inflammatory Bowel Disease Clinical Trials","year":2023,"lang":"en","type":"review","venue":"Digestive Diseases","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; University of Calgary","funders":"","keywords":"Medicine; Dysplasia; Colorectal cancer; Clinical trial; Inflammatory bowel disease; Population; Disease; Colonoscopy; Internal medicine; Gastroenterology; Cancer","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001398846,0.0004857622,0.002480245,0.0005707617,0.0001779172,0.00008826923,0.0000751328,0.0003842547,0.00003241489],"category_scores_gemma":[0.03708187,0.0004161932,0.001871163,0.0004164431,0.0001614217,0.0001013926,0.00005492428,0.0005126219,0.00006941259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003711114,"about_ca_system_score_gemma":0.002168523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000236951,"about_ca_topic_score_gemma":0.0001129667,"domain_scores_codex":[0.9956225,0.00108874,0.001830931,0.0008011955,0.0002891296,0.0003675515],"domain_scores_gemma":[0.9875912,0.01056824,0.0007006628,0.0003187298,0.0002289534,0.0005921777],"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":[0.008078951,0.0004146441,0.01124298,0.01535519,0.0007422133,0.0003292892,0.00003763045,0.00001664947,6.611502e-7,0.00008928475,0.001224596,0.9624679],"study_design_scores_gemma":[0.008803119,0.005544247,0.3656015,0.04733543,0.02410777,0.0001285272,0.0001830048,0.001751047,0.00001079483,0.001537032,0.5428804,0.002117164],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003471236,0.9843883,0.0001654552,0.00005955731,0.001426928,0.00841446,0.001566147,0.0004540646,0.00005385734],"genre_scores_gemma":[0.007652364,0.9812191,0.00004451536,0.00006686344,0.001402903,0.008434256,0.0007906208,0.0001385805,0.0002508596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9603508,"threshold_uncertainty_score":0.999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928403078104467,"score_gpt":0.4593736656564679,"score_spread":0.2665333578460212,"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."}}