{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109539,0.000246951,0.000297623,0.00002177281,0.00007768341,0.00001101243,0.00008846855,0.0001361985,0.0002230472],"category_scores_gemma":[0.00007532952,0.000210778,0.00007864014,0.00005840861,0.0001807334,0.000009096294,0.0002469413,0.0001332348,0.00002405584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001328503,"about_ca_system_score_gemma":0.0001041287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009119389,"about_ca_topic_score_gemma":0.0002057955,"domain_scores_codex":[0.998632,0.00008352421,0.0002269361,0.0003441256,0.0001024513,0.0006109248],"domain_scores_gemma":[0.9993214,0.00007442269,0.00009617025,0.0002012107,0.0000827788,0.0002240045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003073344,0.0003242901,0.9753042,0.00003880905,0.00009068431,0.000002577638,0.0001904823,3.815878e-7,0.001825177,0.0000142452,0.001958543,0.01994325],"study_design_scores_gemma":[0.001269141,0.00007206002,0.8854516,0.000009475673,0.0000968994,0.00004729305,0.00008228605,6.746549e-7,0.0005287127,0.00001082592,0.1122153,0.0002157329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716588,0.02483179,0.00001311768,0.000974357,0.001642744,0.0001760549,0.0003183207,0.00001950242,0.0003653194],"genre_scores_gemma":[0.9961941,0.001794953,0.0001328552,0.0003358944,0.001096004,0.0002211229,0.0000281047,0.00002708316,0.0001698797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102568,"threshold_uncertainty_score":0.8595275,"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."}}