{"id":"W2337266828","doi":"10.1136/gutjnl-2016-311555","title":"Increasing detection rates for diminutive adenomas: are we on the right track?","year":2016,"lang":"en","type":"letter","venue":"Gut","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Diminutive; Medicine; Track (disk drive); Adenoma; Internal medicine; Gastroenterology; Computer science; Linguistics; Philosophy","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":[0.002320621,0.0004113266,0.0008253924,0.0005629417,0.001045365,0.001770896,0.0009678017,0.01103589,0.00564208],"category_scores_gemma":[0.02141764,0.000246752,0.0005493556,0.0005867553,0.001618248,0.003849084,0.000633978,0.01265652,0.005136303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001903117,"about_ca_system_score_gemma":0.001029528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610373,"about_ca_topic_score_gemma":0.002742456,"domain_scores_codex":[0.9979914,0.0006418221,0.0002857964,0.0003016695,0.0005397753,0.0002395016],"domain_scores_gemma":[0.9906293,0.005589485,0.000817793,0.0003473991,0.001798455,0.0008175793],"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":[0.0004594923,0.0001428472,0.01418818,0.0006650414,0.00006110605,0.01803044,0.0005281768,0.0001966723,0.001864829,0.009743165,0.6818967,0.2722234],"study_design_scores_gemma":[0.0002440586,0.0006055217,0.0106438,0.001608331,0.0001300292,0.06277303,0.001673214,0.001124574,0.001606125,0.029711,0.8897203,0.0001599398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001783033,0.01062048,0.0003253117,0.9791749,0.005359666,0.000008113027,0.00002126283,0.00003021061,0.002677029],"genre_scores_gemma":[0.0471476,0.02864311,0.001893118,0.8255447,0.09130205,0.00004285904,0.00005477063,0.00003949463,0.00533234],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01103589,"threshold_uncertainty_score":0.01887465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03519340867623708,"score_gpt":0.2894593109785039,"score_spread":0.2542659023022668,"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."}}