{"id":"W3109412705","doi":"10.14740/gr1329","title":"A Focused Review on Advances in Risk Stratification of Malignant Polyps","year":2020,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Submucosa; Colorectal cancer; Adenomatous polyps; Muscularis mucosae; Lymph node metastasis; Lymph node; Risk stratification; Internal medicine; Gastroenterology; Pathology; Cancer; Metastasis; Colonoscopy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007142962,0.0007774319,0.001280919,0.004093575,0.0002273195,0.0009234955,0.0007474657,0.0007546771,0.005597169],"category_scores_gemma":[0.002929401,0.0002484048,0.001074195,0.003278066,0.0003047376,0.00101131,0.0004767878,0.001151796,0.001427179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005752123,"about_ca_system_score_gemma":0.001511623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001620346,"about_ca_topic_score_gemma":0.00247911,"domain_scores_codex":[0.9996048,0.00008723945,0.0001060716,0.00006660973,0.0001121829,0.00002328089],"domain_scores_gemma":[0.9986756,0.0008474695,0.000170371,0.00002405456,0.0002374392,0.00004509491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000862987,0.00004818855,0.0006344401,0.0635596,0.0002449035,0.000263472,0.0001041677,0.0002812273,0.0006863329,0.001528607,0.04014466,0.8924182],"study_design_scores_gemma":[0.00002620747,0.0001349863,0.003572834,0.03862761,0.0008602064,0.003551899,0.0001143131,0.000136975,0.000356868,0.001344218,0.9512357,0.0000381685],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001027669,0.998751,0.00008722799,0.0002512744,0.000197603,0.0000061451,0.00003571243,0.000006746247,0.0005614851],"genre_scores_gemma":[0.0005609756,0.9986287,0.0001960322,0.0001677159,0.0001989206,0.000005630686,0.00004855754,0.000001471245,0.000192098],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005597169,"threshold_uncertainty_score":0.01872444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120795843722659,"score_gpt":0.4397023636694132,"score_spread":0.3276227792971473,"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."}}