{"id":"W3210087153","doi":"10.1055/a-1533-6183","title":"Endocuff Vision improves adenoma detection rate in a large screening-related cohort","year":2021,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Colonoscopy; Observational study; Sedation; Odds ratio; Logistic regression; Adenoma; Randomized controlled trial; Confidence interval; Cohort; Cohort study; Internal medicine; Colorectal cancer; Emergency medicine; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004806112,0.0001519223,0.0002673474,0.0002109905,0.00008477631,0.0001572881,0.0002095849,0.0001058174,0.0009112502],"category_scores_gemma":[0.0003548573,0.0001534946,0.00009630113,0.0004108296,0.00002240599,0.0004052658,0.0002653972,0.0003579629,0.00007718038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257617,"about_ca_system_score_gemma":0.0001329318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006223016,"about_ca_topic_score_gemma":0.001044162,"domain_scores_codex":[0.9985106,0.0001065691,0.0003794455,0.0004528525,0.00031764,0.0002329158],"domain_scores_gemma":[0.9992642,0.00008764549,0.0001235588,0.0002183437,0.000209441,0.00009675945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0180843,0.001140796,0.2203224,0.00006466659,0.001008993,0.001435481,0.0007952158,0.0002134363,0.6457502,0.001086744,0.001456304,0.1086414],"study_design_scores_gemma":[0.008164556,0.001274848,0.7018411,0.0003441804,0.00006667759,0.0003116616,0.0002241124,0.01420861,0.2500246,0.0003115334,0.02296314,0.0002649934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961641,0.0002297409,0.003493555,0.001481353,0.001261083,0.0006751574,0.00001931315,0.00009366049,0.03110511],"genre_scores_gemma":[0.9927759,0.00005309943,0.001202864,0.0004327987,0.0001572663,0.0001205039,0.0001318418,0.00002533262,0.005100456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4815186,"threshold_uncertainty_score":0.9977551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254865232562991,"score_gpt":0.3255140028334194,"score_spread":0.3129653505077895,"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."}}