{"id":"W3008737782","doi":"10.1016/j.amjsurg.2020.02.053","title":"Do surgeons convey all the details? A provincial assessment of operative reporting for breast cancer","year":2020,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Breast cancer; Medicine; Cancer; General surgery; Medical physics; 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":[0.00287571,0.0001465738,0.000974588,0.00007302762,0.00006312729,0.00003452958,0.0001795159,0.00001319244,0.00004813406],"category_scores_gemma":[0.002469432,0.00007079115,0.000341469,0.0003486551,0.0006384858,0.0001424198,0.00004707656,0.0003466092,5.695242e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007589925,"about_ca_system_score_gemma":0.001296144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001580071,"about_ca_topic_score_gemma":0.000003272349,"domain_scores_codex":[0.9975396,0.0001461425,0.001393029,0.0001354219,0.0005361081,0.0002497368],"domain_scores_gemma":[0.9934533,0.001491612,0.003898929,0.0002127949,0.0007562701,0.000187059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001878022,0.0002048259,0.8194556,0.0001588761,0.001295869,0.0003272885,0.002624565,0.0001209261,0.009803625,0.00006492426,0.015825,0.1482405],"study_design_scores_gemma":[0.001206679,0.0008433464,0.9770589,0.001062866,0.001007305,0.00313063,0.009480127,0.001252906,0.001488824,0.00006323376,0.003167652,0.0002375511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282923,0.0001875711,0.0009205513,0.0697107,0.0002558797,0.0002987996,0.00003893121,0.00001068411,0.0002846069],"genre_scores_gemma":[0.9930141,0.00009254486,0.0004460531,0.005818631,0.0005512118,0.00001533645,0.00000222582,0.0000263953,0.00003353194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1576033,"threshold_uncertainty_score":0.2956319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0814161499656227,"score_gpt":0.3908199119500151,"score_spread":0.3094037619843924,"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."}}