{"id":"W2065162642","doi":"10.1002/jso.21201","title":"The evolution of lymph node assessment in breast cancer","year":2008,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; Lymph node; General surgery; Cancer; Oncology; Gynecology; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001725091,0.0006809647,0.001586013,0.002577786,0.0002428255,0.001080749,0.001159154,0.001255145,0.001314912],"category_scores_gemma":[0.002145938,0.0003376672,0.0003324464,0.002994363,0.001039057,0.001441493,0.0005849325,0.001756492,0.001441793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094904,"about_ca_system_score_gemma":0.001056802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150379,"about_ca_topic_score_gemma":0.002276801,"domain_scores_codex":[0.9995009,0.0001530471,0.00006862154,0.00007799233,0.0001763609,0.00002314494],"domain_scores_gemma":[0.9988495,0.0006875278,0.0001162548,0.00002830507,0.0002658385,0.00005253586],"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":[0.00008033151,0.0000348944,0.000535248,0.008619665,0.00006379599,0.0002254735,0.00006666801,0.0003075022,0.0006133726,0.002920743,0.02139029,0.9651419],"study_design_scores_gemma":[0.0000340099,0.0001880677,0.0041771,0.009405768,0.0001539381,0.005626284,0.0001987054,0.0002294526,0.0006487436,0.004538092,0.9747565,0.00004346921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007380527,0.9990722,0.00007457029,0.0002939198,0.0001313764,0.000001459047,0.000003912234,0.000002977962,0.0003457149],"genre_scores_gemma":[0.001061092,0.9981103,0.0001569695,0.0002383259,0.0002004145,0.000003549392,0.000006633946,0.000001182879,0.0002215253],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002577786,"threshold_uncertainty_score":0.009123266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261720885420391,"score_gpt":0.3669420305992583,"score_spread":0.3443248217450544,"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."}}