{"id":"W3002566543","doi":"10.1016/j.gie.2020.01.025","title":"Do not narrow your focus: systematic optical evaluation is required","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Narrow-band imaging; Colorectal cancer; Colonoscopy; Lesion; CpG site; Epigenetics; Endoscopic mucosal resection; DNA methylation; Radiology; Pathology; Cancer; Endoscopy; Internal medicine; Gene; Biology; Genetics; Gene expression","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":[0.0009356099,0.0002655989,0.0006086117,0.00008038491,0.00009216399,0.00005537512,0.0001271785,0.00005615635,0.0008720411],"category_scores_gemma":[0.005609462,0.0002240249,0.0002298355,0.0002482757,0.00009446155,0.0001288198,0.00003891616,0.0003080863,0.0007140345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009487212,"about_ca_system_score_gemma":0.0002366119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009295507,"about_ca_topic_score_gemma":2.596477e-7,"domain_scores_codex":[0.997376,0.0002478944,0.0005924876,0.0004493183,0.0008950151,0.0004392829],"domain_scores_gemma":[0.9983922,0.000315615,0.0001709704,0.0003593667,0.0003697385,0.0003921133],"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":[0.00586657,0.0004943753,0.01457975,0.01941314,0.0002656582,0.002083194,0.003292224,0.0001595596,0.9391164,0.002275607,0.01050877,0.001944795],"study_design_scores_gemma":[0.028431,0.02206691,0.01513192,0.0957483,0.009303071,0.08781958,0.008995357,0.1673455,0.5589398,0.00159012,0.001264632,0.003363821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197623,0.001438875,0.02530572,0.03532512,0.0004827121,0.003855015,0.00003753396,0.0006216431,0.01317115],"genre_scores_gemma":[0.9653634,0.000002748546,0.03151664,0.00245695,0.0004139433,0.00004839356,0.00001982443,0.00003878114,0.0001392939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3801766,"threshold_uncertainty_score":0.9548239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07199445914323153,"score_gpt":0.3200099097142964,"score_spread":0.2480154505710649,"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."}}