{"id":"W4402269552","doi":"10.1001/jamanetworkopen.2024.31722","title":"Circulating Tumor DNA and Survival in Metastatic Breast Cancer","year":2024,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University Health Centre; McGill University","keywords":"Medicine; Hazard ratio; Internal medicine; Oncology; Meta-analysis; Cochrane Library; Breast cancer; MEDLINE; CINAHL; Data extraction; Subgroup analysis; Cancer; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005795278,0.0003530108,0.0009610961,0.00004657495,0.00005231061,0.0003885682,0.0004461828,0.0001635867,0.000035539],"category_scores_gemma":[0.00004838821,0.0003030948,0.0001591126,0.0002417062,0.00004148122,0.000005239473,0.001077134,0.0002857208,0.00001240229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007087993,"about_ca_system_score_gemma":0.0005707131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004987657,"about_ca_topic_score_gemma":0.001148612,"domain_scores_codex":[0.9982896,0.0001503452,0.0004757008,0.0006314476,0.00009197478,0.0003609493],"domain_scores_gemma":[0.9992433,0.00008033955,0.000195844,0.0003474804,0.00003172008,0.0001013621],"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":[0.00003292923,0.00003294576,0.0002804484,0.005495996,0.0005070366,0.0001984324,0.00002791474,0.0002046882,0.000007568267,0.0003910824,0.01393351,0.9788874],"study_design_scores_gemma":[0.0002979412,0.00002933827,0.0001601685,0.007602447,0.0005977589,0.0001803722,0.00001349323,0.00007537998,7.580397e-7,0.0001601553,0.9904529,0.000429247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005505416,0.9962474,0.000008708122,0.00009804339,0.0006921742,0.0007974146,0.000450332,0.000005314376,0.001150109],"genre_scores_gemma":[0.0007118827,0.9963202,0.0001609964,0.0002078384,0.001640849,0.0002898746,0.000320349,0.00008952262,0.0002584631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9784582,"threshold_uncertainty_score":0.9999421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03766699319012139,"score_gpt":0.3459099319958955,"score_spread":0.3082429388057741,"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."}}