{"id":"W3024086321","doi":"10.1177/1756284820922746","title":"Optical evaluation: the crux for effective management of colorectal neoplasia","year":2020,"lang":"en","type":"review","venue":"Therapeutic Advances in Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Endoscopic submucosal dissection; Endoscopic mucosal resection; Colorectal cancer; Resection; Dissection (medical); Colorectal Polyp; Colonoscopy; Surgery; General surgery; Radiology; Cancer; Internal medicine","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":[0.0005049782,0.0002996124,0.001373929,0.0001170511,0.00004130877,0.000005474143,0.0001911311,0.0001478655,0.00002643874],"category_scores_gemma":[0.00003283477,0.0001994039,0.0003754701,0.0002549669,0.0002153935,0.00004037111,0.00007153604,0.0003897944,0.000004179042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584236,"about_ca_system_score_gemma":0.00007765826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001172472,"about_ca_topic_score_gemma":0.00002354309,"domain_scores_codex":[0.9981351,0.0003195914,0.0005446542,0.0004293885,0.0002602747,0.0003109707],"domain_scores_gemma":[0.9988971,0.0004186512,0.0003030045,0.0002434059,0.00008467268,0.00005321125],"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":[0.00899258,0.00006484567,0.00005806114,0.004405237,0.0004441048,0.000009665384,0.00005202463,0.00002613634,4.319931e-7,0.0001693481,0.000005619497,0.985772],"study_design_scores_gemma":[0.003589343,0.01770204,0.0005321579,0.004209477,0.004323299,0.000388762,0.0001138691,0.0009325802,0.000008770186,0.0004885755,0.9675577,0.0001534527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002822206,0.9840792,0.007857256,0.0001824258,0.0004922358,0.006534377,0.00001708689,0.0000291435,0.0005260473],"genre_scores_gemma":[0.007871551,0.9854676,0.001385622,0.00013976,0.0001531123,0.004886099,0.00004315164,0.0000388072,0.00001428349],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9856185,"threshold_uncertainty_score":0.8131456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360485543058619,"score_gpt":0.3842003311822021,"score_spread":0.3481517768763402,"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."}}