{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003276792,0.0002368211,0.001339972,0.0000987136,0.00006332791,0.000004457732,0.0002927226,0.0003722002,0.00001558101],"category_scores_gemma":[0.00001447217,0.0001338509,0.0005727407,0.0001693189,0.0002445203,0.000003289741,0.0001258473,0.0003273405,0.000001326355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269579,"about_ca_system_score_gemma":0.00284562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001482976,"about_ca_topic_score_gemma":0.00003984296,"domain_scores_codex":[0.9980047,0.0003754969,0.000978593,0.0001849136,0.0002169942,0.0002392829],"domain_scores_gemma":[0.9980834,0.0002186497,0.001224653,0.0001825321,0.00022402,0.00006673176],"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":[0.0003093352,0.0004405382,0.001840396,0.0005404103,0.000939091,0.0002828157,0.00001566439,0.0000358137,0.000009053163,0.00009442743,0.002680464,0.992812],"study_design_scores_gemma":[0.001109692,0.0001426627,0.001984081,0.001233703,0.0002476984,0.004491519,0.00003603854,8.294269e-7,0.000001425743,0.00001240383,0.9906251,0.0001147741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001974123,0.9970415,0.00001029548,0.0009612065,0.0005037994,0.0001221384,0.00006012388,0.000001113656,0.001102444],"genre_scores_gemma":[0.001282987,0.9976922,0.00008241322,0.0000148725,0.0008084555,0.00003544833,0.000008823654,0.00001859348,0.00005626211],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9926972,"threshold_uncertainty_score":0.545828,"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."}}