{"id":"W3124093436","doi":"10.3390/curroncol28010058","title":"Assessment of Breast Cancer Surgery in Manitoba: A Descriptive Study","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute in Oncology and Hematology; University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Cancer registry; Axillary Lymph Node Dissection; Population; Cancer; Health care; General surgery; Medical record; Breast surgery; Surgery; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009218195,0.0004032138,0.000349088,0.002889713,0.001807139,0.001195373,0.001222126,0.000359376,0.001427652],"category_scores_gemma":[0.00255394,0.0006258797,0.0004046483,0.00658134,0.0008296734,0.0005137072,0.00160877,0.0005907256,0.0003066465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009529963,"about_ca_system_score_gemma":0.01017321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7710557,"about_ca_topic_score_gemma":0.848991,"domain_scores_codex":[0.999143,0.000134231,0.0001112382,0.0001286809,0.0002739426,0.0002088482],"domain_scores_gemma":[0.9974826,0.0003030389,0.0009389888,0.0001254232,0.0007381884,0.0004117875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001624731,0.00004106192,0.996801,0.00005306661,0.00002547374,0.0001053153,0.001243904,0.00002444243,0.0001295825,0.00002595474,0.0002340628,0.001299786],"study_design_scores_gemma":[0.000003767369,0.00003595453,0.9946662,0.00005473896,0.00001780981,0.0001730965,0.004381131,0.00007073109,0.00004220764,0.00001426432,0.0005329853,0.000007090611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947681,0.0006402209,0.0001529575,0.0002272742,0.000007227631,0.0001628414,0.002486941,0.00001071101,0.00154361],"genre_scores_gemma":[0.996532,0.001046944,0.0003210959,0.0002785694,0.000008545058,0.000176342,0.001211672,0.000005726255,0.0004189454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289443,"threshold_uncertainty_score":0.4605852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09471364086988512,"score_gpt":0.4052590233098984,"score_spread":0.3105453824400133,"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."}}