{"id":"W2521143515","doi":"10.4137/bic.s27483","title":"PET Metabolic Biomarkers for Cancer","year":2016,"lang":"en","type":"review","venue":"Biomarkers in Cancer","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa; Université de Sherbrooke","funders":"","keywords":"Positron emission tomography; Cancer; Chemotherapy; Radiation therapy; Medicine; Fluorodeoxyglucose; In vivo; Cancer research; Cancer cell; Nuclear medicine; Oncology; Internal medicine; Biology; Biotechnology","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":[0.0005354219,0.0008624524,0.001811041,0.0003767735,0.00010132,0.00004858922,0.0007379368,0.0006400577,0.0002691736],"category_scores_gemma":[0.0001140981,0.000671356,0.001154875,0.0004604992,0.0002401663,0.00001007712,0.0002052357,0.0001724137,0.00001726254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272977,"about_ca_system_score_gemma":0.00182106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004746249,"about_ca_topic_score_gemma":0.001256942,"domain_scores_codex":[0.9963824,0.0001897694,0.0008700991,0.001352242,0.0002666684,0.0009388575],"domain_scores_gemma":[0.9981062,0.00007802922,0.0005431158,0.0008981611,0.0001416084,0.0002329039],"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":[0.0001534738,0.0000416019,0.00002121678,0.002988921,0.00198983,0.000002185297,0.000008082199,3.67525e-7,0.0007450104,0.00003106106,0.06917059,0.9248477],"study_design_scores_gemma":[0.001251198,0.00004353186,0.00002528256,0.004244989,0.0008802664,0.00002061265,0.000009253416,0.000001407701,0.0002949141,0.00002004245,0.9922571,0.0009513791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003238913,0.9855427,0.00009428542,0.0001162342,0.008729753,0.001913945,0.002920371,0.00002857192,0.0006217935],"genre_scores_gemma":[0.000007168279,0.9848099,0.0003908287,0.0002139749,0.005949032,0.005443493,0.0003788834,0.0002138821,0.002592839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9238963,"threshold_uncertainty_score":0.9995738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03651793598389163,"score_gpt":0.3597431313041936,"score_spread":0.323225195320302,"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."}}