{"id":"W4283772542","doi":"10.3390/curroncol29070369","title":"Locoregional Management of Breast Cancer: A Chronological Review","year":2022,"lang":"en","type":"review","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 Calgary; Occupational Cancer Research Centre; Dalhousie University","funders":"","keywords":"Medicine; Breast cancer; Axilla; Comparability; Evidence-based practice; Clinical trial; Radiation therapy; Evidence-based medicine; Alternative medicine; Cancer; Surgery; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001396561,0.001226496,0.002172883,0.00465023,0.0003349501,0.001313273,0.001201265,0.001084342,0.003277421],"category_scores_gemma":[0.003049312,0.0004813369,0.001436451,0.006460575,0.0005473866,0.001918696,0.0006599498,0.001538594,0.0008902415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287792,"about_ca_system_score_gemma":0.003383222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002534547,"about_ca_topic_score_gemma":0.005355762,"domain_scores_codex":[0.9994994,0.0001078461,0.000155072,0.00008749405,0.0001204718,0.0000296807],"domain_scores_gemma":[0.9981741,0.001166937,0.0002815391,0.00003707073,0.0002908653,0.0000495923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001909082,0.00005103813,0.0003138336,0.2451202,0.0006007877,0.0002034788,0.0001567816,0.0004243039,0.0009181174,0.003243098,0.03216471,0.7166128],"study_design_scores_gemma":[0.0000601187,0.0002785697,0.002722609,0.160071,0.002123212,0.001634789,0.0001899745,0.0001318597,0.0003584587,0.002566969,0.8298155,0.00004697511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000546556,0.9993242,0.00004108515,0.0001539497,0.0001425909,0.000009462288,0.00002669227,0.000002504571,0.0002449071],"genre_scores_gemma":[0.0002256898,0.9994059,0.00009523254,0.0001184169,0.0000529681,0.000008277809,0.00002204231,7.074489e-7,0.00007091019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00465023,"threshold_uncertainty_score":0.01096404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180953366863522,"score_gpt":0.4628351532181746,"score_spread":0.2818817863546526,"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."}}