{"id":"W2127820741","doi":"10.4021/gr351w","title":"Efficacy of Narrow Band Imaging System Combined With Magnifying Endoscopy for Differentiating Type IIa Early Gastric Cancer From Adenoma","year":2011,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Medicine, Koisin University; Kosin University","keywords":"Medicine; Narrow-band imaging; Cancer; Adenoma; Radiology; Endoscopy; Gastroenterology; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.000422231,0.0002045973,0.0005455735,0.0004521181,0.0001475269,0.0000243382,0.0002689698,0.00005564182,0.0002197717],"category_scores_gemma":[0.00007441686,0.0001643453,0.0001009082,0.0003464438,0.0002119208,0.00008356792,0.000125553,0.000359963,0.000007577987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428088,"about_ca_system_score_gemma":0.00008710843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359031,"about_ca_topic_score_gemma":0.0001349023,"domain_scores_codex":[0.9977406,0.0001608625,0.0003864118,0.0004514297,0.0004373371,0.0008233604],"domain_scores_gemma":[0.9986974,0.000194739,0.0001719441,0.0003792748,0.0003922225,0.0001644245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01560435,0.000145463,0.9775674,0.0003296581,0.0003131612,0.00004900174,0.0006979862,0.000001876882,0.004191206,0.00002076909,0.0004361004,0.0006430481],"study_design_scores_gemma":[0.01043451,0.002963419,0.9833741,0.0003126055,0.0002768701,0.00001800276,0.0005427323,0.0002582734,0.001718669,0.00001195656,0.0000172908,0.00007161582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969001,0.0003062717,0.0008618128,0.0002074554,0.0002306905,0.001088601,0.00002968018,0.00005688128,0.0003184902],"genre_scores_gemma":[0.9967771,0.000015792,0.002525811,0.00005411392,0.0001570636,0.000157894,0.00003718831,0.00004375067,0.0002313499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005806674,"threshold_uncertainty_score":0.6701809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07323853615472087,"score_gpt":0.3362391285589366,"score_spread":0.2630005924042157,"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."}}