{"id":"W2575432205","doi":"10.1002/jso.24520","title":"Preoperative MRI of the breast and ipsilateral breast tumor recurrence: Long‐term follow up","year":2017,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Breast-conserving surgery; Breast cancer; Breast MRI; Retrospective cohort study; Internal medicine; Radiology; Mastectomy; Cancer; Mammography","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":[0.0002300384,0.000151073,0.0003984015,0.00002465213,0.000210427,0.00002642707,0.0003355183,0.0001130228,0.00003325327],"category_scores_gemma":[0.00003053457,0.00008801799,0.0001856699,0.00002737957,0.0005329531,0.00001548636,0.0002831665,0.0001834219,0.000001060063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000450327,"about_ca_system_score_gemma":0.0002043761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000207304,"about_ca_topic_score_gemma":0.00006502509,"domain_scores_codex":[0.9990072,0.0001297228,0.0003500459,0.000174452,0.0001514187,0.0001871209],"domain_scores_gemma":[0.9986853,0.00004000088,0.0006461518,0.0002649896,0.0002677072,0.00009584328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003048819,0.0003728817,0.9581096,0.00002823598,0.0006139401,0.0002599254,0.0003236151,0.000005453337,0.003801273,0.0001064671,0.00165918,0.03167057],"study_design_scores_gemma":[0.003596552,0.0006702198,0.9727942,0.00009075518,0.0001183914,0.01320178,0.00005195836,0.000001778013,0.003196378,0.0000616232,0.006101736,0.0001146675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929003,0.0008888326,0.00001043858,0.004366571,0.0007247728,0.0001032037,0.00006256254,0.000001294652,0.0009420732],"genre_scores_gemma":[0.9983144,0.000893963,0.00008157926,0.00006550136,0.0004090802,0.000004634982,0.000002654092,0.000008623352,0.000219557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0315559,"threshold_uncertainty_score":0.3589269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502041388656232,"score_gpt":0.3044713256100248,"score_spread":0.2894509117234624,"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."}}