{"id":"W4379185278","doi":"10.3390/s23115300","title":"Recent Developments in Inertial and Centrifugal Microfluidic Systems along with the Involved Forces for Cancer Cell Separation: A Review","year":2023,"lang":"en","type":"review","venue":"Sensors","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Circulating tumor cell; Context (archaeology); Microfluidics; Metastasis; Cancer; Computer science; Cancer cell; Process (computing); Blood circulation; Nanotechnology; Biology; Medicine; Materials science; 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":[0.0005597838,0.001196041,0.001207274,0.003079504,0.0002880295,0.001059702,0.0008096779,0.0009738977,0.004343454],"category_scores_gemma":[0.0007751693,0.0004713666,0.0007830081,0.003008712,0.0003755005,0.001740397,0.0005994864,0.001370949,0.002343901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004582648,"about_ca_system_score_gemma":0.0009228723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009435015,"about_ca_topic_score_gemma":0.001236274,"domain_scores_codex":[0.9997543,0.0000299343,0.00003492113,0.00005915658,0.00009773476,0.00002397561],"domain_scores_gemma":[0.9995168,0.0002666194,0.00006292418,0.00001376565,0.0001132762,0.00002660749],"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":[0.00005671096,0.00009318117,0.0002073503,0.02875617,0.00008262137,0.0001631305,0.00007469487,0.0007599745,0.006238283,0.004732207,0.01881041,0.9400252],"study_design_scores_gemma":[0.000009684144,0.0001663687,0.0006290528,0.00250437,0.0001489862,0.0008548159,0.00006277017,0.0003011173,0.002551283,0.001579605,0.9911516,0.00004028631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002634357,0.9968836,0.0006451628,0.0002159967,0.000269329,0.000009812873,0.00003194278,0.00001923999,0.001661482],"genre_scores_gemma":[0.0009478242,0.9973042,0.0006125887,0.0001386308,0.0001539519,0.00001159172,0.00004114574,0.000003203771,0.0007867943],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004343454,"threshold_uncertainty_score":0.0145303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04875687820094877,"score_gpt":0.2995689854918421,"score_spread":0.2508121072908933,"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."}}