{"id":"W2989620217","doi":"10.14740/gr1205","title":"Re-Educating Residents About Non-Invasive Colorectal Cancer Screening: An Approach to Improving Colon Cancer Screening Compliance","year":2019,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Colorectal cancer; Fecal occult blood; Cancer; Modalities; Test (biology); Colorectal cancer screening; Internal medicine; General surgery; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001694771,0.0003870419,0.0007492302,0.0007113185,0.0005730622,0.0001313325,0.0005560187,0.0002731771,0.0002040697],"category_scores_gemma":[0.0003241554,0.0003918278,0.000157737,0.0009331406,0.0002669046,0.0002951975,0.0004943479,0.001649466,0.00006230245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000629542,"about_ca_system_score_gemma":0.0005407617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375085,"about_ca_topic_score_gemma":0.006200496,"domain_scores_codex":[0.9946773,0.0004938254,0.0005525572,0.001406448,0.00108985,0.001780041],"domain_scores_gemma":[0.997231,0.000213227,0.0002122283,0.0006695663,0.0009282365,0.0007457461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02059602,0.0002365372,0.9086149,0.0003184734,0.0001832975,0.0000245016,0.001629052,0.001292014,0.05246994,0.000002434994,0.001432399,0.01320043],"study_design_scores_gemma":[0.003290721,0.007346889,0.9606327,0.0009545416,0.00006683452,0.000114125,0.003018682,0.01611676,0.008065568,0.000005672619,0.0001136592,0.0002738914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910407,0.0002697485,0.002958105,0.001315096,0.0005635801,0.002052907,0.00004674209,0.0001310178,0.001622112],"genre_scores_gemma":[0.9868564,0.00004701789,0.008833377,0.0009627796,0.000799307,0.001251839,0.00005941831,0.000097194,0.001092689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05201776,"threshold_uncertainty_score":0.9998534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09632643504520383,"score_gpt":0.4020121546917287,"score_spread":0.3056857196465249,"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."}}