{"id":"W2338705706","doi":"10.3390/mi7040070","title":"Optofluidic Device Based Microflow Cytometers for Particle/Cell Detection: A Review","year":2016,"lang":"en","type":"review","venue":"Micromachines","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Miniaturization; Microfabrication; Nanotechnology; Optofluidics; Lab-on-a-chip; Computer science; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003538858,0.0008477664,0.001871452,0.0002471538,0.00014312,0.00006315805,0.0006182113,0.0005105981,0.00005109611],"category_scores_gemma":[0.0001013451,0.0005870153,0.0008982632,0.0005623792,0.0001081321,0.00007428437,0.00009089396,0.0003241402,0.0002895216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001958706,"about_ca_system_score_gemma":0.00008266651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004636984,"about_ca_topic_score_gemma":0.000002388628,"domain_scores_codex":[0.9976757,0.00008762099,0.0008794889,0.0005884566,0.0001345393,0.0006341491],"domain_scores_gemma":[0.9985107,0.0003040823,0.0001960903,0.0008121187,0.00007687755,0.0001001984],"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":[0.000002962565,0.00001941847,4.197581e-7,0.08557966,0.00009204198,0.000007630839,0.000002431282,8.963467e-8,0.05289116,9.013013e-7,0.02901527,0.832388],"study_design_scores_gemma":[0.0002605337,0.0000477388,1.509059e-7,0.03834771,0.0007023638,0.00006744597,0.000001235625,0.00002480226,0.06371496,0.000007204006,0.896127,0.0006988142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005626255,0.9883332,0.007518663,0.00009982936,0.0006552395,0.001523403,0.0002938401,0.001463126,0.00005648869],"genre_scores_gemma":[0.0000536867,0.9967563,0.001994976,0.000189579,0.0001915156,0.0003083209,0.00009657194,0.0002010755,0.0002079296],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8671117,"threshold_uncertainty_score":0.9996581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039657669117017,"score_gpt":0.2887150372879862,"score_spread":0.258318460596816,"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."}}