{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004095735,0.0005433924,0.001004896,0.001956687,0.0001670088,0.0009267795,0.0004707559,0.0007877125,0.003041485],"category_scores_gemma":[0.0008498366,0.0001835772,0.0004104761,0.001278746,0.000420366,0.0007616716,0.0005434124,0.0009959034,0.00139927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004846266,"about_ca_system_score_gemma":0.000645465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004282,"about_ca_topic_score_gemma":0.001267069,"domain_scores_codex":[0.9997724,0.00003942302,0.00002529665,0.0000538768,0.00008933467,0.00001966938],"domain_scores_gemma":[0.9996961,0.0001638475,0.00004855273,0.000008882998,0.00006436124,0.00001834904],"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":[0.00008811251,0.00002711703,0.0004867174,0.01415902,0.00009029749,0.0002964085,0.00006465665,0.0003907893,0.00587198,0.004128455,0.02247845,0.951918],"study_design_scores_gemma":[0.00001874181,0.000115185,0.002515679,0.003908413,0.0001910188,0.004305905,0.00007455918,0.0001883855,0.003955789,0.003497708,0.9811937,0.00003487826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002619838,0.9979945,0.0002759859,0.0002426321,0.0001269601,0.000004233088,0.00003485454,0.00001032001,0.001048523],"genre_scores_gemma":[0.002469176,0.9958783,0.0002234286,0.0002182121,0.0001819874,0.000008882635,0.00009073862,0.000002659142,0.0009265787],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003041485,"threshold_uncertainty_score":0.01017475,"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."}}