{"id":"W2912987702","doi":"10.1002/jcu.22693","title":"Is contralateral breast ultrasound worthwhile in preoperative staging of breast cancer?","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Ultrasound","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Breast cancer; Radiology; Biopsy; Occult; Mammography; Cancer; Retrospective cohort study; Breast imaging; Surgery; Internal medicine; Pathology","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":[0.0006368959,0.0002291314,0.0007711895,0.00006766288,0.00003311611,0.00002632152,0.0002554037,0.0001741706,0.0003243969],"category_scores_gemma":[0.0001767433,0.0001786216,0.0003671101,0.0001394534,0.0001928624,0.00002821043,0.00004760634,0.000335993,0.000006483285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000500662,"about_ca_system_score_gemma":0.0003037971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000156881,"about_ca_topic_score_gemma":0.0001249155,"domain_scores_codex":[0.9976072,0.000171417,0.001312873,0.0003191352,0.0002897577,0.0002996053],"domain_scores_gemma":[0.997948,0.0004463803,0.0007987669,0.0002688845,0.0004031565,0.0001348293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001240713,0.0003633582,0.9759133,0.00002667915,0.0005493824,0.000007872392,0.0002855144,0.0001304241,0.019619,0.00001298421,0.0006627139,0.001187991],"study_design_scores_gemma":[0.003594796,0.0003343929,0.9899639,0.0002030152,0.00008439452,0.0004330055,0.0003083168,0.000003109618,0.004350767,0.00006608848,0.0004736238,0.0001845217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971353,0.0007550956,0.00002494009,0.0006028003,0.0005617302,0.0001736627,0.0003990115,0.000002876093,0.0003445426],"genre_scores_gemma":[0.9970433,0.001525059,0.000218984,0.0004092263,0.0005659619,0.000005019288,0.00001470167,0.00002324486,0.0001944627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01526823,"threshold_uncertainty_score":0.7283978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810210243635919,"score_gpt":0.3452874624691738,"score_spread":0.3271853600328146,"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."}}