{"id":"W3000469047","doi":"10.1053/j.gastro.2020.01.010","title":"Surveillance Colonoscopy: Time to Dial it Back?","year":2020,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Colonoscopy; Dial; Medicine; General surgery; Internal medicine; Colorectal cancer; Physics","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":[0.004154066,0.0009586498,0.001427205,0.001328523,0.007198785,0.006556167,0.001829384,0.09842334,0.02375667],"category_scores_gemma":[0.0241951,0.0009715465,0.001449067,0.0008346352,0.003278799,0.007224684,0.003484856,0.0531151,0.01370647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005272534,"about_ca_system_score_gemma":0.01348083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01768034,"about_ca_topic_score_gemma":0.04311785,"domain_scores_codex":[0.9951427,0.001220205,0.000570864,0.0004553073,0.001255714,0.001355279],"domain_scores_gemma":[0.9846221,0.003448326,0.0009362252,0.0003231624,0.002576489,0.008093735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007041515,0.00006138017,0.001182711,0.00005118953,0.00001304562,0.002299551,0.0001232121,0.00004336493,0.0002330094,0.002700124,0.98427,0.008952004],"study_design_scores_gemma":[0.0001620955,0.0001272276,0.002901966,0.0008374467,0.00003529153,0.004345039,0.001498626,0.00056085,0.0001286023,0.01085267,0.9784347,0.0001154975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002156259,0.0006328174,0.00005673475,0.9864632,0.008706354,0.000009395026,0.00003269784,0.00001609703,0.003867109],"genre_scores_gemma":[0.002135035,0.0007971976,0.0002805904,0.9584778,0.02618377,0.00002578416,0.00003445196,0.00002605426,0.01203935],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09842334,"threshold_uncertainty_score":0.07947403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522790871596874,"score_gpt":0.2484423986257376,"score_spread":0.2332144899097688,"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."}}