{"id":"W2990667738","doi":"10.14740/gr1230","title":"Colorectal Serrated Polyp With Stromal Changes: An Interobserver Agreement Study","year":2019,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stromal cell; Internal medicine; Gastroenterology; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004131063,0.0001388616,0.0002526654,0.0002253806,0.0001025796,0.00003482885,0.0002539501,0.00004817084,0.000937256],"category_scores_gemma":[0.0000128664,0.0001067087,0.00003917492,0.0002424747,0.0001436388,0.00008370163,0.0001944983,0.0003705329,0.0004703158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008165612,"about_ca_system_score_gemma":0.00008590271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001157932,"about_ca_topic_score_gemma":0.001044628,"domain_scores_codex":[0.9978349,0.0003824735,0.0001516686,0.000476806,0.0005337902,0.0006203953],"domain_scores_gemma":[0.9986785,0.00001971961,0.0000318683,0.0006015003,0.0003660778,0.0003023039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004090006,0.002415557,0.9862225,0.00001956711,0.0002894861,0.0001021178,0.0004389793,0.00000599526,0.005847482,0.00002251042,0.0004219078,0.0001238611],"study_design_scores_gemma":[0.00369822,0.02277322,0.9697357,0.00003251824,0.00006979485,0.00007638861,0.002931399,0.0003692395,0.0001531733,0.000004725063,0.00009951435,0.00005607391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963028,0.00001372471,0.00001968084,0.001162875,0.00005865338,0.001603771,0.00001164352,0.00004820143,0.0007785973],"genre_scores_gemma":[0.9982543,0.000002095421,0.00008029748,0.0003865353,0.00006589005,0.0002456795,0.00008858508,0.0000202647,0.0008563594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02035767,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653177296624209,"score_gpt":0.368005565791212,"score_spread":0.3014737928249699,"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."}}