{"id":"W2057107572","doi":"10.1016/j.ijmedinf.2011.11.008","title":"Structured electronic operative reporting: Comparison with dictation in kidney cancer surgery","year":2012,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre; University of Ottawa","funders":"Princess Margaret Hospital Foundation","keywords":"Dictation; Nephrectomy; Medicine; Documentation; Modalities; Health care; Medical physics; Surgery; General surgery; Computer science; Kidney; Internal medicine","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":[0.001667976,0.0001267006,0.0004776105,0.0003734283,0.00001481077,0.0000408585,0.0002123668,0.00008714755,0.0002581692],"category_scores_gemma":[0.005106152,0.00008205106,0.00007672475,0.0001949002,0.0001153606,0.0008978185,0.0000366293,0.000744631,0.000004521738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003763833,"about_ca_system_score_gemma":0.001447736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002288256,"about_ca_topic_score_gemma":0.00001128817,"domain_scores_codex":[0.9950103,0.00002952773,0.002160185,0.00004544295,0.002467879,0.0002866985],"domain_scores_gemma":[0.9966586,0.0001899887,0.00192892,0.00008610379,0.0006642198,0.0004721757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004883705,0.0003728473,0.9417682,0.0001107517,0.0004408085,0.0002030038,0.005519502,0.0001528975,0.00007357146,0.0004048881,0.01436456,0.03610058],"study_design_scores_gemma":[0.0251051,0.001584715,0.7199275,0.02664196,0.0007389336,0.02956282,0.02063592,0.06652051,0.008902734,0.0006108569,0.09859819,0.001170699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803708,0.000380819,0.005892542,0.01051462,0.001365185,0.0001303921,0.000003897712,0.00001532752,0.00132645],"genre_scores_gemma":[0.9941604,0.0002106804,0.001592454,0.003246117,0.0006970503,0.00000422578,0.00003627885,0.00001207631,0.00004069174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2218406,"threshold_uncertainty_score":0.6112909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03247354710632904,"score_gpt":0.3977170196977043,"score_spread":0.3652434725913753,"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."}}