{"id":"W3020442132","doi":"10.1002/cncr.32910","title":"Breast cancer treatment: A phased approach to implementation","year":2020,"lang":"en","type":"review","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"National Cancer Institute; Union for International Cancer Control; Fred Hutchinson Cancer Research Center; GE Healthcare; National Breast Cancer Foundation; National Comprehensive Cancer Network; University of Washington; Novartis; Susan G. Komen; American Society of Clinical Oncology; Cepheid; Pfizer","keywords":"Medicine; Breast cancer; Cancer; Oncology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.147861,0.001753992,0.001454966,0.0034266,0.006923258,0.01142103,0.006429586,0.003184112,0.009785146],"category_scores_gemma":[0.06739385,0.001600073,0.002197082,0.003600986,0.003649572,0.006391557,0.01794314,0.006608055,0.00220857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01799775,"about_ca_system_score_gemma":0.1187432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00937521,"about_ca_topic_score_gemma":0.01413509,"domain_scores_codex":[0.8896275,0.08614396,0.0058,0.005234255,0.00970745,0.003486835],"domain_scores_gemma":[0.9567381,0.0170334,0.003557373,0.004611785,0.009255101,0.00880418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004049598,0.005587761,0.006528108,0.005527698,0.0002587911,0.0002105396,0.01267371,0.003234284,0.001464529,0.02693545,0.01841692,0.9187572],"study_design_scores_gemma":[0.008762506,0.03493623,0.0640609,0.02194815,0.0009016889,0.001218636,0.08773707,0.01651251,0.00824335,0.1299694,0.6250599,0.0006496876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"review","genre_scores_codex":[0.07259809,0.0108112,0.3154981,0.1199171,0.003856228,0.4013948,0.001094051,0.002109634,0.07272078],"genre_scores_gemma":[0.1682549,0.005816964,0.7017332,0.01274635,0.0004989782,0.1048276,0.0005413298,0.0002041869,0.005376463],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.147861,"threshold_uncertainty_score":0.7819731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05239234013660754,"score_gpt":0.3978755371390922,"score_spread":0.3454831970024847,"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."}}