{"id":"W4231383909","doi":"10.1055/s-0028-1089938","title":"Polyp Surveillance","year":2008,"lang":"en","type":"article","venue":"Clinics in Colon and Rectal Surgery","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Polypectomy; General surgery; Colonoscopy; Colorectal cancer; 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":[0.0003829392,0.00007542204,0.0003047514,0.0001143343,0.00004300559,0.000004855379,0.00002437862,0.00006671179,0.00006124267],"category_scores_gemma":[0.0002598294,0.00006452762,0.00008158453,0.0002212845,0.00008211647,0.00002611971,0.00003347684,0.0001401479,0.00001076892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002554533,"about_ca_system_score_gemma":0.00006249042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000364,"about_ca_topic_score_gemma":0.0000528575,"domain_scores_codex":[0.9992839,0.00002902857,0.0002516507,0.0001663002,0.0001050881,0.0001640554],"domain_scores_gemma":[0.999196,0.0005584952,0.00005111247,0.0001088819,0.00001819189,0.00006730619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001575219,0.00004913695,0.9686989,0.00002739896,0.00001163757,0.0002214107,0.00004002986,2.981074e-7,0.000008295351,0.00001924138,0.01105751,0.01970864],"study_design_scores_gemma":[0.0004894239,0.00005683362,0.9554858,0.0000284995,0.000005210737,0.000067131,0.00002322745,0.00004905976,0.00001457138,0.00003491747,0.04367128,0.00007403461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917295,0.0009481822,0.000004708807,0.001077604,0.0007693662,0.0001135182,0.000001355444,0.00003425022,0.005321539],"genre_scores_gemma":[0.9889519,0.005193763,0.00005264387,0.0008054607,0.0001343082,0.000005697436,0.000006703601,0.000008255898,0.004841254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03261377,"threshold_uncertainty_score":0.263136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04870546950054246,"score_gpt":0.3093862940674846,"score_spread":0.2606808245669421,"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."}}