{"id":"W2121080159","doi":"10.1136/gutjnl-2014-308908","title":"Monitoring postcolonoscopy colorectal cancers: dangerous crossroads?","year":2014,"lang":"en","type":"letter","venue":"Gut","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Medical Research Council","keywords":"Medicine; Benchmarking; Colonoscopy; Colorectal cancer; Terminology; Quality (philosophy); Medical physics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001485524,0.0004017818,0.0006642514,0.0002036374,0.0001728758,0.000092574,0.0001741377,0.00100016,0.0001014231],"category_scores_gemma":[0.0001057803,0.0003904739,0.0002502544,0.0002372811,0.0001094961,0.00006463993,0.00006617201,0.00207661,0.0002439165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075641,"about_ca_system_score_gemma":0.0003800956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968995,"about_ca_topic_score_gemma":0.00006555502,"domain_scores_codex":[0.997861,0.00006563109,0.0003243258,0.0006272601,0.0005233754,0.0005984514],"domain_scores_gemma":[0.9989145,0.0001190191,0.0002040232,0.0004631766,0.000170339,0.0001288932],"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":[0.002213017,0.00001587498,0.004053693,0.0003527437,0.0002058141,0.0007134806,0.0002460452,0.000009364092,0.001710453,4.718348e-7,0.9725485,0.01793055],"study_design_scores_gemma":[0.001017676,0.00371278,0.00464647,0.0006632537,0.0002635173,0.0005005055,0.00002313721,0.00006689781,0.006678347,0.00001386268,0.981943,0.0004705952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5417575,0.004799474,0.0008327754,0.3983512,0.01710828,0.002316018,0.00009349061,0.001811459,0.0329298],"genre_scores_gemma":[0.4785604,0.0002215409,0.002119693,0.4350086,0.06804465,0.000564496,0.0003422879,0.0003367493,0.01480161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06319714,"threshold_uncertainty_score":0.9998547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275342356839201,"score_gpt":0.298667579845654,"score_spread":0.2711333441617339,"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."}}