{"id":"W4297832057","doi":"10.1503/cjs.020021","title":"Quality indicators for operative reporting in transanal endoscopic surgery","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Perioperative; Demographics; Surgery; General surgery; Delphi method; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006236848,0.0001306178,0.0008955514,0.001826428,0.0001338717,0.00002781791,0.0000947663,0.00003643603,0.0003945018],"category_scores_gemma":[0.006994288,0.0001257457,0.0003572317,0.0007125492,0.0001131547,0.0001826237,0.000007231672,0.0005170081,5.582116e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006430466,"about_ca_system_score_gemma":0.006460301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002647727,"about_ca_topic_score_gemma":0.002421326,"domain_scores_codex":[0.9967129,0.0001456662,0.00214796,0.0001676137,0.0003935202,0.0004323862],"domain_scores_gemma":[0.9963285,0.001287413,0.001349418,0.0001650301,0.0001621723,0.0007074145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008280105,0.00004440208,0.971176,0.00009586831,0.00007501702,0.003543949,0.0007362049,0.000037989,0.0001062063,0.00005216913,0.009608021,0.01444138],"study_design_scores_gemma":[0.001071993,0.0001414743,0.9542518,0.0005825224,0.00007420142,0.002035044,0.002831238,0.00002737344,0.0004868073,0.0001718578,0.03808976,0.0002359679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925952,0.000852818,0.0001262354,0.003592416,0.001177246,0.0001976408,0.00003491159,0.000006741177,0.001416801],"genre_scores_gemma":[0.9979625,0.00000834256,0.0001777194,0.001378817,0.0002049616,0.00002046891,0.00002776406,0.00002693436,0.0001924573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02848173,"threshold_uncertainty_score":0.9991722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149052754947927,"score_gpt":0.3620317601085342,"score_spread":0.2471264846137415,"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."}}