{"id":"W1986977828","doi":"10.1002/cncr.11218","title":"Factors influencing arm and axillary symptoms after treatment for node negative breast carcinoma","year":2003,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Coalition for Research in Women's Health; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Breast carcinoma; Breast cancer; Axilla; Contraindication; Surgery; Odds ratio; Axillary Lymph Node Dissection; Breast surgery; Internal medicine; Cancer; Pathology","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":[0.000016558,0.0002150884,0.0001664007,0.0000213974,0.00008935795,0.00001435889,0.00003260629,0.00007288549,0.00002555479],"category_scores_gemma":[0.000009434216,0.0001630512,0.00007387475,0.00003851922,0.00007900054,0.000004620341,0.00002465527,0.00002281851,8.320947e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001356602,"about_ca_system_score_gemma":0.00008628573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001836293,"about_ca_topic_score_gemma":0.0001791852,"domain_scores_codex":[0.9992678,0.00001797768,0.00009860448,0.000333686,0.00004990785,0.0002320963],"domain_scores_gemma":[0.9996454,0.0000165404,0.00004373687,0.0001628298,0.00005952307,0.00007199314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002515018,0.00008048736,0.9874415,0.00003256165,0.0004084212,0.000002933483,0.001280345,0.00001793631,0.004791304,0.00003571668,0.0001644684,0.005492759],"study_design_scores_gemma":[0.002411016,0.0003168323,0.8866779,0.00003257392,0.0001519565,0.000019075,0.0006044999,0.000004027183,0.1002134,0.00006047996,0.009160457,0.0003478804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942623,0.004643317,0.00003393837,0.00007841281,0.0001237279,0.000309148,0.0003067893,0.000009287532,0.0002330282],"genre_scores_gemma":[0.9983539,0.0002302302,0.00009695104,0.0001946985,0.0001274626,0.0007509811,0.0000271754,0.00002546142,0.0001931382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1007637,"threshold_uncertainty_score":0.6649035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501990579401303,"score_gpt":0.2606652177078991,"score_spread":0.2456453119138861,"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."}}