{"id":"W2790924586","doi":"10.1002/jso.25010","title":"Number of nodes in sentinel lymph node biopsy for breast cancer: Are surgeons still biased?","year":2018,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"Providence Health Care","keywords":"Medicine; Sentinel lymph node; Breast cancer; Lymph; Biopsy; Lymph node; Significant difference; Surgery; Cancer; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002913432,0.0001582076,0.0005467865,0.00007798736,0.00003750965,0.000004888043,0.0001509034,0.0001921607,0.0001256309],"category_scores_gemma":[0.00004578927,0.00012313,0.0002306179,0.0001394315,0.0002880322,0.000006403564,0.00007600815,0.00008287041,0.000003046571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140043,"about_ca_system_score_gemma":0.0002852483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001612014,"about_ca_topic_score_gemma":0.00008273337,"domain_scores_codex":[0.9987618,0.00008597128,0.0005430937,0.0001956255,0.0001302288,0.0002832797],"domain_scores_gemma":[0.9985339,0.000143781,0.0005593419,0.0001321565,0.0005349611,0.0000958343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002982763,0.0006842642,0.9781051,0.00004002123,0.0003475031,0.000142928,0.00005981672,0.00002708198,0.008177259,0.00004366292,0.00138562,0.008003981],"study_design_scores_gemma":[0.008024554,0.0001766829,0.9231744,0.0001503198,0.0001455857,0.003010681,0.0002089357,0.00002510727,0.006608183,0.00008902632,0.05815916,0.0002273091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944697,0.000534406,0.00005892478,0.003514857,0.0004184143,0.0000701526,0.0002321148,0.00000283896,0.0006985697],"genre_scores_gemma":[0.997277,0.001188366,0.0005534368,0.000158401,0.0007055142,0.00001549416,0.000008151162,0.00001734515,0.00007630722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05677354,"threshold_uncertainty_score":0.5021096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971347946497014,"score_gpt":0.3281224082452507,"score_spread":0.3084089287802805,"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."}}