{"id":"W4410515297","doi":"10.1007/s12664-025-01784-6","title":"Japanese narrow band imaging expert team classification of colorectal polyps: A validation study from India","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Medicine; Narrow-band imaging; Hepatology; Medical physics; Colorectal Polyp; Internal medicine; General surgery; Radiology; Colorectal cancer; Family medicine; Colonoscopy; Endoscopy; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0003811987,0.0001299002,0.0004343225,0.0005753462,0.00005425598,0.00001702227,0.0001272047,0.00007103078,0.00004599854],"category_scores_gemma":[0.000146099,0.0001170592,0.0001294881,0.0002169588,0.00009111835,0.0001296785,0.00002210809,0.0003210795,0.000001543827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582058,"about_ca_system_score_gemma":0.0001245911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001808971,"about_ca_topic_score_gemma":0.00009762109,"domain_scores_codex":[0.9985551,0.0002215519,0.0006235334,0.0001796528,0.0002313077,0.0001888541],"domain_scores_gemma":[0.9988877,0.00007558655,0.0005288275,0.0001566136,0.0002522045,0.00009911862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02591409,0.0004501787,0.9180158,0.00001511483,0.0002396211,0.00009583102,0.007048026,0.00001133629,0.04563896,5.506425e-7,0.0005037778,0.002066683],"study_design_scores_gemma":[0.005019554,0.01254288,0.9605291,0.0001563412,0.0001681864,0.0005908716,0.008230407,0.0001037882,0.01253088,0.00002454397,0.00004922075,0.00005425448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976496,0.0001949715,0.0002492748,0.0007800334,0.000639868,0.0002533354,0.000008389587,0.00001471198,0.0002098674],"genre_scores_gemma":[0.9992869,0.000006898851,0.0002612963,0.0002195403,0.0001726937,0.00001166594,0.00001082045,0.0000108251,0.00001939394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04251323,"threshold_uncertainty_score":0.4773535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147227734554995,"score_gpt":0.2834932992935655,"score_spread":0.2720210219480155,"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."}}