{"id":"W2079220889","doi":"10.1155/2015/405949","title":"Controversial Indications for Sentinel Lymph Node Biopsy in Breast Cancer Patients","year":2015,"lang":"en","type":"review","venue":"BioMed Research International","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Sentinel lymph node; Axilla; Breast cancer; Axillary Lymph Node Dissection; Biopsy; Stage (stratigraphy); General surgery; Surgery; Cancer; Radiology; Internal medicine","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":[0.0004252127,0.0002526991,0.0004521633,0.0005375949,0.00009258033,0.00004706936,0.0005594901,0.000268211,0.00004205248],"category_scores_gemma":[0.0002257509,0.0002144448,0.0002199793,0.0003197108,0.0002096121,0.000006652607,0.0003780403,0.0001518123,0.00003060112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007394471,"about_ca_system_score_gemma":0.000883771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559611,"about_ca_topic_score_gemma":0.00001187327,"domain_scores_codex":[0.9979173,0.0001370052,0.0003710861,0.0005629016,0.0005890868,0.0004226271],"domain_scores_gemma":[0.9984468,0.00008925382,0.0001778291,0.0002497631,0.0009148453,0.000121542],"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":[0.0009161821,0.002627378,0.04645545,0.003185753,0.004219645,0.00001565,0.0001118574,0.000001553662,0.0001386944,0.000445204,0.1622877,0.779595],"study_design_scores_gemma":[0.002228766,0.00001132527,0.005768616,0.000800094,0.00006817755,0.00001198315,0.00002283379,0.000005557263,0.00000458958,0.00002619599,0.9908372,0.0002146908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003567164,0.9798808,0.00003389456,0.001773744,0.0018075,0.001303542,0.01389453,0.00001430656,0.0009349976],"genre_scores_gemma":[0.001018741,0.9854174,0.0001121969,0.00004340637,0.001751302,0.002307369,0.008429829,0.00005399092,0.0008658177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8285495,"threshold_uncertainty_score":0.8744805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07940540611668834,"score_gpt":0.444160149630996,"score_spread":0.3647547435143077,"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."}}