{"id":"W3092705790","doi":"10.3390/cancers12103001","title":"Genomic Instability in Circulating Tumor Cells","year":2020,"lang":"en","type":"review","venue":"Cancers","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Institute in Oncology and Hematology; CancerCare Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Circulating tumor cell; Genome instability; Liquid biopsy; Chromosome instability; Precision medicine; Metastasis; Biology; Genetic heterogeneity; Cancer; Cancer research; Tumor progression; Comparative genomic hybridization; Tumor cells; Computational biology; Chromosome; Gene; DNA; Genetics; Phenotype; DNA damage","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001808473,0.0003279904,0.002022137,0.0001237578,0.0000241892,0.00001401424,0.0001323734,0.0001155781,0.0003744893],"category_scores_gemma":[0.00004922207,0.000290327,0.000503231,0.0004834245,0.00006111355,0.00002469039,0.00006410176,0.0005635695,0.00008851871],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006852854,"about_ca_system_score_gemma":0.005130778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006709994,"about_ca_topic_score_gemma":0.0001169678,"domain_scores_codex":[0.9982592,0.00006900579,0.0006164018,0.0005672152,0.0001689649,0.0003192216],"domain_scores_gemma":[0.9990595,0.00005814575,0.0002433545,0.0003953238,0.00002425975,0.0002194214],"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":[0.00001211618,0.00000695209,0.00002217028,0.02609313,0.00007570141,0.0002111818,0.0001056437,0.00001499243,0.00003125373,0.000005394462,0.0003840735,0.9730374],"study_design_scores_gemma":[0.0003712463,0.00003595714,0.00001365374,0.006533596,0.000606639,0.00003752094,0.00004310621,0.00001461,0.00001316555,0.000003062825,0.9920927,0.0002346961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002369751,0.994417,0.000005138209,0.00002490892,0.0005599207,0.001090115,0.000119182,0.000035484,0.003511302],"genre_scores_gemma":[0.0002865912,0.9984823,0.000235521,0.0002655183,0.0004029625,0.0001243482,0.00005348134,0.00006813641,0.00008115896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9917087,"threshold_uncertainty_score":0.9999549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662106316185334,"score_gpt":0.334647191753629,"score_spread":0.2684365601350956,"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."}}