{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005015723,0.0003949092,0.0004529378,0.001668948,0.0009762462,0.001336823,0.001666661,0.0008934193,0.002466975],"category_scores_gemma":[0.02183614,0.0003111371,0.0009433267,0.003107986,0.001195261,0.0004320839,0.001679128,0.001150301,0.0002040004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00343009,"about_ca_system_score_gemma":0.00513237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3679614,"about_ca_topic_score_gemma":0.3377258,"domain_scores_codex":[0.9916382,0.003660645,0.00053286,0.001813306,0.001326159,0.001028756],"domain_scores_gemma":[0.9809836,0.009100056,0.005744508,0.001752591,0.00122066,0.001198615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002740612,0.00001931596,0.9967955,0.00001694788,0.0001858653,0.00003520781,0.0003117519,0.0003723078,0.0000401074,0.0001962472,0.0003022618,0.001697027],"study_design_scores_gemma":[0.000007998576,0.00003310963,0.9943807,0.0000424769,0.00008470854,0.0000785302,0.0008608227,0.003395521,0.00004459618,0.0004052953,0.0006564185,0.000009842995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911278,0.001111334,0.002640301,0.001610219,0.00004575467,0.00009000795,0.001873116,0.00003319748,0.001468233],"genre_scores_gemma":[0.9985586,0.0001125365,0.0005505367,0.00006144405,0.00001186302,0.00001954324,0.0005156891,0.000005036929,0.0001647841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3679614,"threshold_uncertainty_score":0.7316392,"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."}}