{"id":"W2164610138","doi":"10.3747/co.19.1185","title":"Size Surprise? Tumour Size, Nodal Status, and Outcome after Breast Cancer","year":2012,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Breast cancer; NODAL; Lymph node; Oncology; Invasive ductal carcinoma; Surprise; Ductal carcinoma; Breast carcinoma; Internal medicine; Pathology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001571086,0.0001523521,0.0004192854,0.0003258966,0.0001478561,0.0004818593,0.0003244934,0.0005115165,0.001728413],"category_scores_gemma":[0.006341079,0.00005856121,0.0003399059,0.0005774284,0.0006875166,0.0006456447,0.0003119724,0.0007337406,0.0002974365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002835688,"about_ca_system_score_gemma":0.0002815865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453377,"about_ca_topic_score_gemma":0.002710918,"domain_scores_codex":[0.999694,0.0001051596,0.000029483,0.00004171224,0.00008994211,0.00003976625],"domain_scores_gemma":[0.9973985,0.0008556888,0.0009114411,0.0001949938,0.0002227706,0.0004165468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002292242,0.0001814159,0.9056428,0.000153303,0.0004107702,0.000515917,0.0003106016,0.0004914337,0.001184101,0.0009530763,0.006840614,0.08102373],"study_design_scores_gemma":[0.00003856922,0.0005540401,0.9939174,0.00005330995,0.0001818872,0.0005648872,0.0002101433,0.000158778,0.000206265,0.00176249,0.002336225,0.00001582949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304874,0.03829753,0.0003746548,0.0181444,0.0009320055,0.000014394,0.0005796182,0.00002430112,0.01114571],"genre_scores_gemma":[0.9917107,0.004274054,0.00008363998,0.001403051,0.001393933,0.000004755088,0.0002606035,0.000009054007,0.0008601811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001728413,"threshold_uncertainty_score":0.008308828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631029775756344,"score_gpt":0.3662539740797897,"score_spread":0.3299436763222263,"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."}}