{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002620037,0.0006011184,0.001029494,0.00006504227,0.0001013661,0.00003248223,0.0002237547,0.0001842727,0.0001541777],"category_scores_gemma":[0.000002598418,0.000468309,0.0004095977,0.0002724722,0.00004045728,0.00000340275,0.00008372073,0.00007818749,0.00003856312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006315895,"about_ca_system_score_gemma":0.0007663482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007132468,"about_ca_topic_score_gemma":0.0002608394,"domain_scores_codex":[0.9982004,0.00006563254,0.0003317969,0.0008829446,0.0001412161,0.0003779991],"domain_scores_gemma":[0.9991648,0.00000784196,0.0001972176,0.0003683706,0.00006847053,0.0001933628],"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":[0.00004503605,0.00008588106,0.00004646901,0.0009894794,0.001314147,0.000002083925,0.0001130474,0.000002586763,0.00003463237,0.000007781304,0.006333444,0.9910254],"study_design_scores_gemma":[0.0008004355,0.00008671755,0.00005370466,0.0005633433,0.001393271,0.00003376176,0.00004759942,2.935966e-7,0.0001445335,8.869674e-7,0.9964334,0.0004420161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001481835,0.9921615,0.00009194048,0.000258478,0.0002901574,0.001229178,0.005246019,0.00002980822,0.0006781071],"genre_scores_gemma":[0.0001293383,0.9892775,0.000139687,0.0002481956,0.001699923,0.006833205,0.001239961,0.0001056282,0.0003265918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9905834,"threshold_uncertainty_score":0.9997768,"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."}}