{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004714547,0.0005425616,0.0005023171,0.000548081,0.001928957,0.001809851,0.0006428849,0.002274513,0.1077444],"category_scores_gemma":[0.004261416,0.0002327816,0.0004101492,0.0003058635,0.0007361279,0.003487674,0.0009186884,0.00279131,0.07716487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339744,"about_ca_system_score_gemma":0.0004726865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162904,"about_ca_topic_score_gemma":0.004434967,"domain_scores_codex":[0.999632,0.00007585849,0.00002666177,0.00005972411,0.0001419856,0.00006380351],"domain_scores_gemma":[0.9987717,0.0002092532,0.0000691141,0.0001124409,0.0004278707,0.000409624],"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":[0.00009490058,0.000182023,0.002000212,0.0001148027,0.0000115319,0.006056164,0.0007754053,0.00002999325,0.001729195,0.001719866,0.8847455,0.1025403],"study_design_scores_gemma":[0.00001252057,0.00006831807,0.00214156,0.0002107313,0.000008598143,0.01750328,0.00157433,0.00008344697,0.0004600262,0.001880317,0.9760258,0.00003111946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03374067,0.03315216,0.01307956,0.3052905,0.06440008,0.0004137302,0.001305376,0.003980824,0.544637],"genre_scores_gemma":[0.08598211,0.0107008,0.01648828,0.09915037,0.009780573,0.0001354252,0.0006208162,0.001286603,0.775855],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1077444,"threshold_uncertainty_score":0.3604409,"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."}}