{"id":"W3174949713","doi":"10.1016/j.breast.2021.05.003","title":"Locoregional therapy in de novo metastatic breast cancer: Systemic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Internal medicine; Hazard ratio; Oncology; Breast cancer; Confidence interval; Metastatic breast cancer; Population; Meta-analysis; Cancer; Randomized controlled trial; Adjuvant therapy","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":[0.0004675956,0.0006138343,0.003746206,0.0001037608,0.00009020459,0.00003421228,0.0003886288,0.000131764,0.0002027549],"category_scores_gemma":[0.00001057421,0.0003411209,0.001761109,0.0006966168,0.0001557515,0.00000376735,0.0002012654,0.0002050503,0.000006150819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116519,"about_ca_system_score_gemma":0.0004386863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004202924,"about_ca_topic_score_gemma":0.0003744265,"domain_scores_codex":[0.9974533,0.0007143248,0.0005702571,0.0006957018,0.0001999085,0.0003664657],"domain_scores_gemma":[0.9985578,0.00007674359,0.0003776767,0.0007840031,0.0001205637,0.00008318402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004116113,0.0002438866,0.0002757121,0.02007939,0.5954027,0.00008071404,0.00006915543,0.00001661358,0.000003667295,0.00006947492,0.00171668,0.3820009],"study_design_scores_gemma":[0.000394309,0.00002067129,0.0003133787,0.002422821,0.7843276,0.01169413,0.00003316235,6.169658e-7,0.000001177338,0.000008304685,0.2002185,0.0005653298],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000149452,0.995549,0.0000174345,0.001552981,0.0000248925,0.0008390235,0.001964159,0.000008536885,0.00002900936],"genre_scores_gemma":[0.0003629416,0.9964299,0.00003621745,0.0007701173,0.0001078228,0.001550351,0.0004459026,0.00005435105,0.0002423701],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3814356,"threshold_uncertainty_score":0.9999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07876204760154336,"score_gpt":0.3646114644662783,"score_spread":0.2858494168647349,"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."}}