{"id":"W2807971208","doi":"10.7939/r3997d","title":"Treatment Variation and Its Association with Survival in Patients Diagnosed with Stage I-III Breast Cancers in Alberta 2002-2010: A Population-Based Study","year":2014,"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":"Medicine; Breast cancer; Stage (stratigraphy); Oncology; Internal medicine; Population; Gynecology; Demography; Cancer; Environmental health; 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":[0.0006021759,0.0002791598,0.0003079532,0.000879955,0.0009982773,0.0007526912,0.001056506,0.0004976827,0.001350132],"category_scores_gemma":[0.001593684,0.0002585188,0.000512035,0.00249126,0.0005454944,0.0001739558,0.0005022397,0.0006060217,0.0001693847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009186885,"about_ca_system_score_gemma":0.005439211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9466491,"about_ca_topic_score_gemma":0.9537907,"domain_scores_codex":[0.9994127,0.0001038246,0.00003581374,0.00009925442,0.0001585318,0.0001898714],"domain_scores_gemma":[0.9988557,0.0001455437,0.0003074788,0.0000822555,0.0002855053,0.0003235385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001100465,0.0000345501,0.9979867,0.000006964089,0.00004846762,0.00003942679,0.0001388183,0.0001170997,0.00008019887,0.00003633476,0.0003511956,0.001050126],"study_design_scores_gemma":[0.000007760374,0.00002157177,0.9991749,0.000007077339,0.00002528375,0.00003798325,0.0002781269,0.0002007762,0.00001876903,0.00001558135,0.0002079139,0.000004244288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970685,0.0005199551,0.0000734869,0.0001642449,0.000009548938,0.00001145192,0.001123909,0.000007396743,0.001021561],"genre_scores_gemma":[0.9985461,0.0001582053,0.00005200881,0.00005396963,0.000006342336,0.000004663906,0.0007997232,0.000002534271,0.0003765608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05335087,"threshold_uncertainty_score":0.1073301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003398117967656841,"score_gpt":0.1689690848770172,"score_spread":0.1655709669093604,"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."}}