{"id":"W2807178977","doi":"10.7939/r3542jf00","title":"Explaining Variation in Clinical Practice: Surgical Treatment of Early Stage Breast Cancer","year":2015,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Stage (stratigraphy); Variation (astronomy); Medicine; Clinical Practice; Cancer; Internal medicine; Physical therapy; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005164928,0.00008406148,0.0001797296,0.00003723889,0.00001969522,0.000003125741,0.00008433445,0.00008699991,0.00005618338],"category_scores_gemma":[0.00001910832,0.00008471478,0.00006976625,0.00007814939,0.00008034896,0.00003831409,0.00007932596,0.00002954833,0.000002284587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002681008,"about_ca_system_score_gemma":0.000207469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008340225,"about_ca_topic_score_gemma":0.0005121385,"domain_scores_codex":[0.9993932,0.0000937004,0.0001464197,0.0001894295,0.00008036441,0.0000968832],"domain_scores_gemma":[0.9995085,0.00009434689,0.0001414674,0.0001499767,0.00004115709,0.00006455502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003920633,0.0008320959,0.9850003,0.00001123774,0.0003535478,0.00005252258,0.005456933,0.00009415012,0.0001040496,0.0004000682,0.0007892633,0.00298517],"study_design_scores_gemma":[0.006128869,0.0008585711,0.9271759,0.00003574615,0.0001008806,0.00001512576,0.002882713,0.0000341113,0.0007902546,0.00001349166,0.06179636,0.0001679591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928554,0.0003068207,0.00001061733,0.001007782,0.00006324938,0.00008300288,0.00004074669,0.000004071271,0.005628271],"genre_scores_gemma":[0.9967632,0.0008436646,0.0008359937,0.00002072349,0.00007248996,5.531978e-7,0.00005144676,0.000007746565,0.001404137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0610071,"threshold_uncertainty_score":0.9982633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138769437128547,"score_gpt":0.2779565751361939,"score_spread":0.2565688807649084,"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."}}