{"id":"W4394723913","doi":"10.2139/ssrn.4786479","title":"Metabolomics Reveals Favorable Metabolic Changes in the Plasma of Breast Cancer Patients after Surgery and Adjuvant Treatment","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Breast cancer; Metabolomics; Medicine; Adjuvant; Oncology; Internal medicine; Adjuvant therapy; Cancer; Bioinformatics; Biology","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":[0.000116104,0.0002142151,0.0006715526,0.000333104,0.000192385,0.0005103034,0.00009675352,0.0003995685,0.001745224],"category_scores_gemma":[0.0006479071,0.0001160153,0.0002325358,0.0004771154,0.0001229778,0.0001542435,0.0001533828,0.0004158381,0.0002825435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551125,"about_ca_system_score_gemma":0.000172097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007759165,"about_ca_topic_score_gemma":0.0007712635,"domain_scores_codex":[0.9999125,0.00002092643,0.000007840026,0.00002295166,0.00001663802,0.00001904886],"domain_scores_gemma":[0.9998234,0.00004731233,0.00005292346,0.00001293107,0.00002014999,0.00004328906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03062582,0.0004634958,0.8090379,0.0001827918,0.0007850149,0.001602563,0.0003667268,0.000356284,0.1127795,0.0001679096,0.001074605,0.04255748],"study_design_scores_gemma":[0.00007524824,0.000888122,0.9936655,0.000008442973,0.0001866484,0.0007725802,0.0001731148,0.0003945396,0.003036892,0.0002097231,0.0005783373,0.00001103183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979692,0.0008334169,0.0001025347,0.0001253901,0.00002072283,0.000005292347,0.0004659362,0.000008743972,0.0004689077],"genre_scores_gemma":[0.9984645,0.0003461589,0.00007997333,0.00008966109,0.00002456812,0.000006487933,0.0005602354,0.000004831042,0.0004236411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001745224,"threshold_uncertainty_score":0.005838335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007792646707358807,"score_gpt":0.239805021932129,"score_spread":0.2320123752247702,"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."}}