{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003745805,0.0008026777,0.00129914,0.002109188,0.001578458,0.002519018,0.001130775,0.00478965,0.009993175],"category_scores_gemma":[0.04036938,0.0003918559,0.0008689463,0.0007611121,0.001696423,0.003905634,0.001298432,0.004864259,0.007035168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137451,"about_ca_system_score_gemma":0.004966853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002331667,"about_ca_topic_score_gemma":0.007729816,"domain_scores_codex":[0.996142,0.00110468,0.0007427572,0.0003123799,0.001231602,0.000466604],"domain_scores_gemma":[0.9793878,0.008646693,0.002575441,0.001015172,0.005252533,0.00312237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004409883,0.0003449964,0.05640474,0.001610884,0.0001116985,0.0646645,0.001025189,0.0003187158,0.004484781,0.003484141,0.4089969,0.4581124],"study_design_scores_gemma":[0.0002672332,0.0006307774,0.07789031,0.01320576,0.0003088136,0.2830071,0.01406583,0.003831732,0.005844,0.0366925,0.5637468,0.000509147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09381581,0.1071924,0.06219482,0.53328,0.02838051,0.001281796,0.000830153,0.00276045,0.170264],"genre_scores_gemma":[0.5531669,0.07269021,0.1005362,0.2031617,0.03652394,0.0008432711,0.001182547,0.001504943,0.03039042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009993175,"threshold_uncertainty_score":0.03343046,"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."}}