{"id":"W4200436684","doi":"10.3390/curroncol29010013","title":"De-Escalating Breast Cancer Surgery: Should We Apply Quality Indicators from Other Jurisdictions in Canada?","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":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Breast-conserving surgery; Mastectomy; Demographics; Population; Cancer; General surgery; Surgery; Internal medicine; Demography; 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":[0.02430972,0.0004295419,0.0009888116,0.003963102,0.002906855,0.004886929,0.001868293,0.0006398717,0.002012876],"category_scores_gemma":[0.08446091,0.0002824496,0.0009757608,0.01198113,0.00128364,0.001630828,0.001969429,0.001790821,0.0001746249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06281705,"about_ca_system_score_gemma":0.1840657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9835309,"about_ca_topic_score_gemma":0.9907423,"domain_scores_codex":[0.9833032,0.00430967,0.001874184,0.0008912054,0.007155579,0.002466083],"domain_scores_gemma":[0.8985362,0.009850392,0.01275207,0.002521126,0.06701968,0.00932055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002713389,0.000172887,0.8013682,0.002205764,0.000601354,0.0001470614,0.002585943,0.001112588,0.0002335688,0.004023776,0.03640443,0.1508732],"study_design_scores_gemma":[0.00009305603,0.0002077299,0.9382195,0.004069685,0.0003936807,0.0001070257,0.005391138,0.001663901,0.0004353492,0.001264669,0.04803697,0.000117327],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4915219,0.1065899,0.009643246,0.2901249,0.003600596,0.002118727,0.01991171,0.0003143122,0.07617464],"genre_scores_gemma":[0.937181,0.0222058,0.01523338,0.01837553,0.0003092256,0.0005139048,0.004151689,0.0000882137,0.001941127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06281705,"threshold_uncertainty_score":0.4557717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0805282400628511,"score_gpt":0.3858120413193022,"score_spread":0.3052838012564512,"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."}}