{"id":"W7042940410","doi":"","title":"A retrospective chart review of clinicopathological findings from radiological examination, core biopsies and surgical excisions of breast tumours in Manitoba, Canada","year":2021,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concordance; Biopsy; Stage (stratigraphy); Breast cancer; Lymph node; Breast carcinoma; Mammography; Carcinoma; Surgical pathology; Breast imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003807676,0.0002399542,0.001333226,0.0001961085,0.00007130206,0.000003206716,0.0001874986,0.000357701,0.0001231073],"category_scores_gemma":[0.0002007822,0.0002406555,0.0002002194,0.0004201553,0.000245815,0.0000529792,0.0001001187,0.0004691905,0.000001029659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395,"about_ca_system_score_gemma":0.0004893039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1231509,"about_ca_topic_score_gemma":0.8439093,"domain_scores_codex":[0.9982957,0.00018422,0.0003772575,0.0004749608,0.0004761732,0.0001917195],"domain_scores_gemma":[0.9984075,0.000204539,0.0004374571,0.0002979529,0.0005238636,0.0001286393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004168529,0.0003117027,0.9912174,0.002410865,0.00006815355,0.001722311,0.0003055363,2.578634e-7,0.0006438844,0.0002685998,0.001391722,0.001242723],"study_design_scores_gemma":[0.001060987,0.0002140418,0.9596747,0.008355253,0.0003120786,0.0001966514,0.02981224,0.00001256623,0.00003489294,0.00002480879,0.0001293076,0.0001724888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907836,0.006802775,0.000002409434,0.0005885675,0.000122107,0.0003765179,0.000447011,0.000009745068,0.0008672722],"genre_scores_gemma":[0.9878185,0.01056346,0.0002225771,0.00002830539,0.00003300517,0.000001096996,0.001072659,0.00001297845,0.0002473521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7207584,"threshold_uncertainty_score":0.9813648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537136301834104,"score_gpt":0.2366323407733918,"score_spread":0.2112609777550508,"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."}}