{"id":"W2754369724","doi":"10.1245/s10434-017-6084-z","title":"Radioactive Seed Localization Versus Wire-Guided Localization for Nonpalpable Breast Cancer: A Cost and Operating Room Efficiency Analysis","year":2017,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Breast cancer; Retrospective cohort study; Resource use; Surgical oncology; Surgery; Cancer; 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":[0.0002147174,0.0001590421,0.0004328948,0.00005885094,0.0004133328,0.00003000142,0.0001394659,0.0001704525,0.00001652953],"category_scores_gemma":[0.00005911034,0.0001411488,0.0001258384,0.0001242398,0.0002421945,0.00001534557,0.0001101701,0.00003950128,5.07708e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000420459,"about_ca_system_score_gemma":0.0001207938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007093662,"about_ca_topic_score_gemma":0.0005134958,"domain_scores_codex":[0.9989324,0.00006671053,0.0002666881,0.0003777455,0.000101118,0.0002554036],"domain_scores_gemma":[0.9988481,0.0000798315,0.000299391,0.0002518585,0.0004374227,0.00008340048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02317124,0.003196927,0.6209808,0.0004088171,0.02061342,0.00008617391,0.001717077,0.1567369,0.01281951,0.002260361,0.01265682,0.145352],"study_design_scores_gemma":[0.05497776,0.006979602,0.2605054,0.0001705143,0.009787766,0.0001871687,0.001519766,0.1786662,0.1517531,0.0002700232,0.3325614,0.002621167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257377,0.005626106,0.1227364,0.03129821,0.001071435,0.002948846,0.001888566,0.00006853208,0.008624225],"genre_scores_gemma":[0.9958873,0.003181836,0.0002142967,0.0001792248,0.0001526739,0.0001260926,0.0001769592,0.00001361139,0.00006802539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3604754,"threshold_uncertainty_score":0.5755879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05152358667067331,"score_gpt":0.3824309672724925,"score_spread":0.3309073806018192,"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."}}