{"id":"W4316340207","doi":"10.1016/j.ygyno.2023.01.002","title":"A comparison of synoptic reports and dictated reports to enhance and standardize surgical documentation and quality of care in epithelial ovarian cancer","year":2023,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba; University of Manitoba","funders":"Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh; University of Manitoba","keywords":"Medicine; Checklist; Ovarian cancer; Documentation; Medical record; Cancer; Gynecology; General surgery; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001150943,0.0001245288,0.0009399832,0.000187582,0.00002544661,0.000007167772,0.00002444626,0.0001278303,0.00004339716],"category_scores_gemma":[0.001893476,0.0001040446,0.00002331594,0.0003326777,0.0003339753,0.00006615917,0.0001020135,0.0001485812,4.136918e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707373,"about_ca_system_score_gemma":0.0002062626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004732771,"about_ca_topic_score_gemma":0.0007073308,"domain_scores_codex":[0.9980858,0.000149021,0.0009305319,0.0003899537,0.0002273677,0.0002173145],"domain_scores_gemma":[0.9983752,0.0007174156,0.0004250276,0.0001800414,0.0001714712,0.0001308293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007721806,0.0001574463,0.9314885,0.0005636712,0.00005243774,0.002170686,0.004016647,0.00003202858,0.01295437,0.00004520554,0.0002591139,0.04748769],"study_design_scores_gemma":[0.001872455,0.003247566,0.983281,0.0002277698,0.00009847595,0.0003467976,0.00300706,0.00005699465,0.004787229,0.0002736455,0.002676828,0.0001242213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949459,0.0008970742,0.00001318675,0.001355022,0.0002544651,0.0006517172,0.00001697088,0.00003678854,0.001828817],"genre_scores_gemma":[0.998715,0.0002552467,0.0006786769,0.0001125013,0.00002349606,0.00006089962,0.00002841421,0.000008903253,0.0001168669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05179244,"threshold_uncertainty_score":0.4242816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295835824916354,"score_gpt":0.4554835250682941,"score_spread":0.4225251668191306,"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."}}