{"id":"W2279875505","doi":"10.1002/smll.201503639","title":"Continuous Flow Deformability‐Based Separation of Circulating Tumor Cells Using Microfluidic Ratchets","year":2016,"lang":"en","type":"article","venue":"Small","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Prostate Cancer Canada","keywords":"Microfluidics; Nanotechnology; Separation (statistics); Materials science; Circulating tumor cell; Flow (mathematics); Continuous flow; Separation method; Biophysics; Chemistry; Mechanics; Chromatography; Computer science; Biology; Physics; Cancer","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":[0.0002295533,0.0003011051,0.0002149722,0.0002372129,0.0001728863,0.0003643276,0.0003830142,0.0003314618,0.0006673774],"category_scores_gemma":[0.0004377041,0.0001445486,0.000177896,0.0001055954,0.0002791361,0.0003534307,0.0003966001,0.0004540761,0.0002391609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599701,"about_ca_system_score_gemma":0.0002898954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006232561,"about_ca_topic_score_gemma":0.001191591,"domain_scores_codex":[0.9998443,0.00001577903,0.000008551667,0.00004348228,0.0000606158,0.00002719231],"domain_scores_gemma":[0.999798,0.00007898409,0.00005110692,0.0000200913,0.00002651779,0.00002531542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004197334,0.00002329074,0.0001914276,0.00003350589,0.000004172671,0.00003523863,0.00002792416,0.000439968,0.9880641,0.0005883093,0.0002106708,0.01033945],"study_design_scores_gemma":[0.00004101681,0.0002466688,0.001225424,0.000006192979,0.00001037176,0.000129936,0.00001544554,0.01678094,0.976997,0.0001745559,0.004353192,0.00001934541],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8056981,0.003564423,0.1844219,0.0006405327,0.0002609829,0.0001756868,0.0002166713,0.00116636,0.003855356],"genre_scores_gemma":[0.920507,0.001400107,0.07284984,0.0002674211,0.00008758401,0.0001522594,0.0001847244,0.00005083764,0.004500286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006673774,"threshold_uncertainty_score":0.002611756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872335781270083,"score_gpt":0.217483029420943,"score_spread":0.1987596716082421,"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."}}