{"id":"W3013800944","doi":"10.1136/gutjnl-2020-320829","title":"Don’t judge a book by its cover: except during optical evaluation","year":2020,"lang":"en","type":"article","venue":"Gut","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Colonoscopy; Narrow-band imaging; Medicine; Lesion; White (mutation); Radiology; White light; Endoscopy; Surgery; Nuclear medicine; Colorectal cancer; General surgery; Internal medicine; Cancer; Optics; Biology","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":[0.00009966077,0.00007110561,0.0001180921,0.00002129127,0.0000491295,0.00001358414,0.00002908826,0.00005564985,0.0008444426],"category_scores_gemma":[0.0001846368,0.0000681341,0.00004655719,0.0001070509,0.00001319343,0.00007099644,0.00002350695,0.0001328483,0.0002901578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056783,"about_ca_system_score_gemma":0.00005757702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000012079,"about_ca_topic_score_gemma":0.000002072255,"domain_scores_codex":[0.9992293,0.00002296243,0.0001126498,0.0001922608,0.0003155142,0.0001272802],"domain_scores_gemma":[0.9996716,0.00001679184,0.00002658575,0.0000859356,0.00006409363,0.0001350325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01245481,0.0001796515,0.003621938,0.0004064092,0.0001529337,0.00006373831,0.002165226,0.0003727215,0.7198226,0.00005764191,0.1836171,0.07708526],"study_design_scores_gemma":[0.01456356,0.008464759,0.0981081,0.0002492474,0.0007125717,0.0002144382,0.0002996688,0.09420559,0.5008352,0.00004829826,0.2815397,0.0007588628],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774642,0.001786279,0.0009296731,0.004296573,0.0001466098,0.0003540615,0.000005312183,0.0001510408,0.01486623],"genre_scores_gemma":[0.9968865,0.00002979203,0.00007656236,0.001309773,0.0003459514,0.00003262587,0.00001629666,0.00001137989,0.001291134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2189874,"threshold_uncertainty_score":0.9246054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016282643089464,"score_gpt":0.285832291403152,"score_spread":0.2556694649722573,"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."}}