{"id":"W2185564938","doi":"","title":"Practice patterns of lymph-node mapping and sentinel-node biopsy for breast cancer in British Columbia.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Sentinel node; Breast cancer; Context (archaeology); Biopsy; Sentinel lymph node; General surgery; Medical physics; Cancer; Surgery; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005884439,0.0001776758,0.0001814973,0.001062672,0.0007919472,0.0006950764,0.001005117,0.0005076787,0.001560688],"category_scores_gemma":[0.002960241,0.0002652533,0.0001207371,0.002343775,0.0007308132,0.0003232327,0.0006978189,0.0003864362,0.0002483331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01008648,"about_ca_system_score_gemma":0.01117964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9316099,"about_ca_topic_score_gemma":0.9611038,"domain_scores_codex":[0.9989552,0.0001207911,0.0001288636,0.0001855323,0.0003753948,0.0002341734],"domain_scores_gemma":[0.9952552,0.0005332548,0.001723295,0.0001106481,0.00130175,0.001075786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003558052,0.00003044226,0.9878139,0.0000636777,0.00001000371,0.0001584239,0.001246738,0.000091377,0.000436157,0.00001882986,0.0005690873,0.009525704],"study_design_scores_gemma":[0.000002769642,0.00002236799,0.9976287,0.00004383134,0.00000325451,0.0001122526,0.001562014,0.0001929692,0.00006429354,0.000005987364,0.0003566484,0.000004955875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977881,0.0005802297,0.00004787753,0.000387731,0.000004465714,0.00001540267,0.0004565791,0.000008431735,0.0007111724],"genre_scores_gemma":[0.9984099,0.0003307305,0.0001263544,0.0001409296,0.000001981313,0.00001364489,0.0003207134,0.000002383164,0.0006533556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06839007,"threshold_uncertainty_score":0.1375856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074333629415833,"score_gpt":0.2316017031897434,"score_spread":0.2208583668955851,"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."}}