{"id":"W3202983803","doi":"10.1039/d1an01422f","title":"A review of enrichment methods for circulating tumor cells: from single modality to hybrid modality","year":2021,"lang":"en","type":"review","venue":"The Analyst","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Modality (human–computer interaction); Computer science; Circulating tumor cell; Liquid biopsy; Cancer; Medicine; Artificial intelligence; Metastasis; Internal 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":[0.0008209035,0.001282743,0.001429955,0.003881961,0.0003293825,0.0009935673,0.001033211,0.001210989,0.004112872],"category_scores_gemma":[0.001047768,0.0006136698,0.00090457,0.003039232,0.0004481449,0.001852483,0.0006640925,0.001548533,0.002757352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006191128,"about_ca_system_score_gemma":0.001028312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189454,"about_ca_topic_score_gemma":0.001377847,"domain_scores_codex":[0.9996501,0.00004689923,0.00004980841,0.0000772105,0.0001482393,0.00002767997],"domain_scores_gemma":[0.9994683,0.0002913358,0.00006446242,0.00001779634,0.0001298638,0.00002832134],"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":[0.00006333725,0.0001122995,0.0001845519,0.03865836,0.0001157059,0.000207207,0.00007086682,0.0005157252,0.006156136,0.00515355,0.02628971,0.9224725],"study_design_scores_gemma":[0.000009286252,0.0001251136,0.0004727239,0.003566719,0.0001322111,0.0008920598,0.00004597162,0.0001737474,0.002472664,0.001211684,0.9908635,0.00003442396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001634913,0.997483,0.0005973011,0.0001754772,0.0002049065,0.0000116,0.00003489213,0.00001558795,0.001313703],"genre_scores_gemma":[0.0006869808,0.9972857,0.0007926584,0.0001862039,0.0001176051,0.00001793535,0.00005540227,0.000004738507,0.000852738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004112872,"threshold_uncertainty_score":0.0137589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08733132888104453,"score_gpt":0.3775189037879445,"score_spread":0.2901875749068999,"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."}}