{"id":"W3126267106","doi":"10.3390/curroncol28010077","title":"How Canadian Oncologists Use Oncotype DX for Treatment of Breast Cancer Patients","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; NOSM University; Carleton University; Ottawa Hospital; Lakehead University; University of Ottawa","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Demographics; Family medicine; Oncology; Chemotherapy; Cancer; Gynecology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001184263,0.0001345771,0.0001691077,0.0006651176,0.002952718,0.001345031,0.0007868749,0.0005103243,0.004601755],"category_scores_gemma":[0.01065334,0.000217272,0.0003170303,0.001711186,0.0006510539,0.0005319134,0.0007842362,0.0007218189,0.0003047789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0125643,"about_ca_system_score_gemma":0.02626808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9013985,"about_ca_topic_score_gemma":0.9453139,"domain_scores_codex":[0.9976429,0.000533048,0.0001343115,0.0001713909,0.0009273127,0.0005910181],"domain_scores_gemma":[0.9913066,0.001303247,0.002430024,0.000129714,0.001829104,0.003001366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001331588,0.00008104488,0.9036057,0.0002609134,0.00007401789,0.0006812799,0.01085541,0.0003646573,0.0005319125,0.0003843819,0.02774784,0.05527971],"study_design_scores_gemma":[0.00003099158,0.0001340453,0.9335313,0.0004927031,0.00007064729,0.0009763726,0.02833609,0.0005648833,0.0002105652,0.0001386666,0.03544996,0.00006383748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323118,0.006882038,0.0003253582,0.03159178,0.0001738608,0.0001045461,0.001719883,0.00003777578,0.02685304],"genre_scores_gemma":[0.9904678,0.003510547,0.000454227,0.00395659,0.00005676419,0.00002052806,0.0003661925,0.00001196681,0.001155328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9013985,"threshold_uncertainty_score":0.1983644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08331856574404223,"score_gpt":0.3720706797847291,"score_spread":0.2887521140406869,"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."}}