{"id":"W2139958356","doi":"10.1016/j.biotechadv.2013.08.016","title":"Detection and isolation of circulating tumor cells: Principles and methods","year":2013,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":188,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver Coastal Health Research Institute; Vancouver Coastal Health; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Circulating tumor cell; Computer science; Isolation (microbiology); Variety (cybernetics); Process (computing); Computational biology; Cancer; Risk analysis (engineering); Biology; Bioinformatics; Artificial intelligence; Medicine","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":[0.001956264,0.001988224,0.002441938,0.003347282,0.0004097049,0.001542583,0.001917592,0.001898881,0.001494014],"category_scores_gemma":[0.001644108,0.0007897448,0.000818784,0.002664652,0.001667305,0.002237431,0.001209859,0.003211822,0.002083015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121614,"about_ca_system_score_gemma":0.001739608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001466553,"about_ca_topic_score_gemma":0.002205362,"domain_scores_codex":[0.9993098,0.0001032927,0.00007246825,0.000128824,0.0003278035,0.00005785855],"domain_scores_gemma":[0.998982,0.0005360118,0.0001095264,0.00003670149,0.0002770695,0.0000585552],"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":[0.0001081906,0.0001522608,0.0003350623,0.01245406,0.00006793708,0.0001612219,0.00006822074,0.0005293661,0.01206111,0.004742899,0.01809771,0.9512221],"study_design_scores_gemma":[0.00003827336,0.0001904093,0.001335505,0.002048088,0.0001789216,0.001653396,0.0001075344,0.0004923936,0.01389408,0.005306172,0.974664,0.00009116666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001372837,0.99628,0.00214382,0.0003747198,0.0002948703,0.00001640783,0.0000276447,0.00001514397,0.0007101165],"genre_scores_gemma":[0.0008467445,0.9956155,0.002059613,0.0003265493,0.0003085101,0.00003117,0.00006168147,0.000004161977,0.0007461249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003347282,"threshold_uncertainty_score":0.01034588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286889791595793,"score_gpt":0.3824251617150308,"score_spread":0.3295562637990728,"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."}}