{"id":"W1987308251","doi":"10.3390/s110505360","title":"Microfabrication and Applications of Opto-Microfluidic Sensors","year":2011,"lang":"en","type":"review","venue":"Sensors","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Canada Research Chairs","keywords":"Microfabrication; Microfluidics; Software portability; Nanotechnology; Bioanalysis; Fabrication; Materials science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001184146,0.000432496,0.00102306,0.0003078304,0.00007588873,0.00001616084,0.0002772586,0.0003597771,0.00006815619],"category_scores_gemma":[0.000006689129,0.0004210321,0.0002461831,0.0005619259,0.0001397302,0.00003002388,0.00004612083,0.0002928458,0.0001646779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007512361,"about_ca_system_score_gemma":0.00005876876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000163533,"about_ca_topic_score_gemma":3.016033e-7,"domain_scores_codex":[0.9984387,0.00006128394,0.0007026068,0.0003955091,0.0000989038,0.000303049],"domain_scores_gemma":[0.9988641,0.00007377428,0.0001964069,0.0006823987,0.0000676929,0.0001156808],"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":[0.000001356236,0.00003416479,0.000001407979,0.009048441,0.0002642864,9.251457e-7,0.0001124444,6.34769e-7,0.002542123,0.002504088,0.02395289,0.9615372],"study_design_scores_gemma":[0.00005439566,0.00001171258,0.00000202674,0.0005144609,0.0004835159,0.00006183491,0.00002228024,0.000004912973,0.002104156,0.00007521424,0.9963039,0.0003616396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001845697,0.9956613,0.0004808508,0.000002932489,0.00004740967,0.001038392,0.0001256583,0.0001875924,0.002271313],"genre_scores_gemma":[0.0000405204,0.998732,0.00009405945,0.000004848539,0.000103215,0.000301401,0.0001752415,0.0001242966,0.0004243976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.972351,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559107779802941,"score_gpt":0.2427165598814548,"score_spread":0.2271254820834254,"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."}}