{"id":"W2130746944","doi":"10.1117/12.807550","title":"Integrated optical microfluidic lab-on-a-chip","year":2008,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Polytechnique Montréal","keywords":"Software portability; Microfluidics; Biosensor; Lab-on-a-chip; Miniaturization; Nanotechnology; Biochip; Chip; Microfluidic chip; Spectrometer; Materials science; Computer science; Computer hardware; Telecommunications","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":[0.0004083441,0.0006881091,0.000539617,0.0005443134,0.0003061041,0.0008637235,0.001838797,0.0009627022,0.004656981],"category_scores_gemma":[0.0005335492,0.0004802107,0.0003414957,0.000317865,0.0002606721,0.0008249254,0.0007152649,0.000505626,0.001982604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008380928,"about_ca_system_score_gemma":0.0009237772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000961801,"about_ca_topic_score_gemma":0.002106628,"domain_scores_codex":[0.9992486,0.00005286732,0.00004204969,0.0002258573,0.0003542619,0.00007633978],"domain_scores_gemma":[0.9995819,0.00007581086,0.00005348375,0.00005480589,0.0001935459,0.00004045633],"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":[0.0002373008,0.000269879,0.0009622203,0.0005339956,0.00008696555,0.0001552899,0.00006458436,0.002334001,0.8932675,0.003195839,0.009012592,0.08987986],"study_design_scores_gemma":[0.00013778,0.000935532,0.003142038,0.00005318677,0.0001385462,0.0006630488,0.00003435037,0.04989454,0.8523184,0.0008653412,0.09169061,0.0001265781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2077279,0.01374658,0.7296903,0.001815239,0.003189301,0.001066819,0.002964259,0.01324181,0.02655784],"genre_scores_gemma":[0.4186803,0.003611878,0.5393783,0.001550821,0.0004226462,0.001243265,0.001538535,0.0001747812,0.03339947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004656981,"threshold_uncertainty_score":0.0155791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037887614855413,"score_gpt":0.2071032273478826,"score_spread":0.1967243511993284,"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."}}