{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006898939,0.001178339,0.00129381,0.003565652,0.0003424823,0.001052242,0.00117079,0.00113465,0.004138163],"category_scores_gemma":[0.0006173154,0.0005112994,0.0006148425,0.003329042,0.0004808609,0.001865722,0.0006131951,0.001459363,0.00321759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005203347,"about_ca_system_score_gemma":0.0009156072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008250838,"about_ca_topic_score_gemma":0.001186178,"domain_scores_codex":[0.999731,0.00002600044,0.00003398994,0.00005470231,0.0001329319,0.00002139319],"domain_scores_gemma":[0.9996203,0.000176274,0.00005298563,0.00001222393,0.0001116667,0.00002643244],"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":[0.00003612871,0.0001155447,0.0002248042,0.01845087,0.00005441041,0.0001993818,0.00006805467,0.0006569967,0.00935873,0.005858393,0.02140696,0.9435697],"study_design_scores_gemma":[0.000007929852,0.00007452431,0.0005062416,0.001580925,0.00005781811,0.0009675148,0.00004280416,0.0002234093,0.002778098,0.001485765,0.9922433,0.00003162586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002199067,0.9966151,0.0008569366,0.0001817734,0.0002378892,0.00001425641,0.00003038008,0.00002348832,0.001820209],"genre_scores_gemma":[0.0008873267,0.9961458,0.001325587,0.0001260779,0.0001407478,0.0000215215,0.00004696318,0.000003594096,0.001302387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004138163,"threshold_uncertainty_score":0.01384354,"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."}}