{"id":"W1576936018","doi":"10.29173/eureka7784","title":"Inadequacies of Colonoscopy Procedure Reports in a Colorectal Cancer Screening Program","year":2010,"lang":"en","type":"article","venue":"Eureka","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Documentation; Colorectal cancer; Medicine; Colorectal cancer screening; Quality (philosophy); Medical physics; Cancer; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002266818,0.0001221991,0.0002742613,0.0001551107,0.00004146472,0.00001225285,0.00004570533,0.0001376345,0.00008142409],"category_scores_gemma":[0.0002725095,0.0001107335,0.00006796375,0.0005001359,0.00009439708,0.00006758801,0.00003037558,0.0004696058,0.000001267559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004364508,"about_ca_system_score_gemma":0.0002144054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007233186,"about_ca_topic_score_gemma":0.004349228,"domain_scores_codex":[0.9989588,0.00001737546,0.0003056237,0.0002634362,0.0002336389,0.0002211473],"domain_scores_gemma":[0.99946,0.00002985306,0.0001576055,0.0001434749,0.0001210343,0.00008802344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006210479,0.0003325875,0.7796972,0.0002534656,0.0000524557,0.0002533272,0.001224579,0.00003382655,0.1560289,0.00002823193,0.0007104346,0.05517452],"study_design_scores_gemma":[0.00120978,0.005216197,0.7498903,0.0003423086,0.00005938792,0.0006412169,0.0002144409,0.001049148,0.2351463,0.00005758464,0.005962651,0.000210711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959663,0.0002471823,0.00002519356,0.0003919357,0.0003911815,0.0007279654,0.000002999662,0.0001431783,0.002104074],"genre_scores_gemma":[0.9961743,0.00001179959,0.003071317,0.0000487772,0.0001757548,0.0003103937,0.000006562713,0.00001964116,0.0001814821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0791174,"threshold_uncertainty_score":0.4515582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147180344088598,"score_gpt":0.3157699974413926,"score_spread":0.3010519630325327,"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."}}