{"id":"W1976646026","doi":"10.1046/j.1524-4741.2001.07605.x","title":"Diagnosis of Metachronous Contralateral Breast Cancer","year":2001,"lang":"en","type":"article","venue":"The Breast Journal","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia; Northeast Cancer Centre; University of Ottawa","funders":"","keywords":"Medicine; Breast cancer; Lymph node; Radiology; Mammography; Cancer; Mammary gland; Lymph; Axillary lymph nodes; Oncology; Internal medicine; 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":[0.0001439779,0.0001633817,0.0002019027,0.00002777535,0.0001811201,0.00002525026,0.0002433199,0.00005228161,0.0003011347],"category_scores_gemma":[0.000006255155,0.00009998357,0.0001646461,0.00008058684,0.0001522557,0.000007136623,0.00007474314,0.0001164942,0.000006451181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004029346,"about_ca_system_score_gemma":0.00008337681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002824333,"about_ca_topic_score_gemma":0.00009580882,"domain_scores_codex":[0.999112,0.00007606774,0.0002233748,0.0001494517,0.0001577144,0.0002814191],"domain_scores_gemma":[0.9993654,0.00001628559,0.000167908,0.0002171781,0.0001515376,0.00008168916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001036681,0.0003062157,0.9020434,0.00001138136,0.001487738,0.00003444575,0.0002828536,0.000216391,0.010919,0.00003458229,0.005704063,0.07792322],"study_design_scores_gemma":[0.001406231,0.00006370343,0.976114,0.00004747196,0.0002186832,0.01341192,0.000113013,0.000005734766,0.00464837,0.0001126466,0.00369626,0.000161983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890946,0.004511612,0.00007541524,0.00546892,0.000263883,0.00009084487,0.0001938495,0.000006703729,0.0002941565],"genre_scores_gemma":[0.9950334,0.00357256,0.00004576585,0.0002409035,0.0008907308,0.00003425271,0.000007706358,0.00001914411,0.000155484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07776123,"threshold_uncertainty_score":0.4077212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008847606918543097,"score_gpt":0.2573606326067249,"score_spread":0.2485130256881818,"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."}}