{"id":"W3031347985","doi":"10.3877/cma.j.issn.1674-0785.2018.03.002","title":"Effect of narrow-banding imaging on detection rate of ascending colon polyps in patients with different intestinal cleanliness","year":2018,"lang":"en","type":"article","venue":"Chin J Clinicians(Electronic Edition)","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ascending colon; Medicine; Subgroup analysis; Colonoscopy; Gastroenterology; Internal medicine; Diarrhea; Nuclear medicine; Colorectal cancer; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.001217323,0.0002485251,0.0006058379,0.0003638901,0.0001026079,0.00001173011,0.0001240791,0.00007817026,0.00004752766],"category_scores_gemma":[0.001054215,0.000185276,0.0001141236,0.0003884367,0.0002824059,0.0001034946,0.00002625816,0.0008777173,0.000004402067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002669682,"about_ca_system_score_gemma":0.00009066686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003712274,"about_ca_topic_score_gemma":0.00003364511,"domain_scores_codex":[0.9979274,0.0002791583,0.0006444882,0.0003683357,0.0003226031,0.0004580116],"domain_scores_gemma":[0.9983256,0.0007612545,0.0004354025,0.0002408639,0.0001393819,0.00009742974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00680356,0.0006720637,0.9136015,0.0004249811,0.00009118778,0.00001198849,0.0002523391,0.00007254737,0.004213623,0.0002107235,0.00008144257,0.07356405],"study_design_scores_gemma":[0.01573528,0.0214856,0.841951,0.003877425,0.0003185673,0.00002299954,0.00007740272,0.01933172,0.09625499,0.000422122,0.0001200228,0.0004028722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963263,0.00004371584,0.001766375,0.0003350206,0.0007261313,0.0004473101,0.000003817755,0.00004534515,0.0003059645],"genre_scores_gemma":[0.9988859,0.00001098909,0.00005391115,0.0002178629,0.0006963476,0.00001696272,0.00006115636,0.00004346129,0.0000134442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09204137,"threshold_uncertainty_score":0.7555336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003973947333400162,"score_gpt":0.2834677713236304,"score_spread":0.2794938239902302,"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."}}