{"id":"W2160864437","doi":"10.3390/mi3010062","title":"Fabrication and Performance of a Photonic-Microfluidic Integrated Device","year":2012,"lang":"en","type":"article","venue":"Micromachines","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency; University of Ottawa; Institute for Microstructural Sciences; McMaster University","funders":"","keywords":"Microfluidics; Fabrication; Photonics; Materials science; Optofluidics; Optoelectronics; Layer (electronics); Substrate (aquarium); Lab-on-a-chip; Chip; Excitation; Nanotechnology; Optics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001034951,0.0001315842,0.0001528568,0.00009313371,0.00003837924,0.00000935693,0.00009809678,0.00008672985,0.00001200853],"category_scores_gemma":[0.0000199423,0.0001072436,0.00002304577,0.0001883744,0.00008014824,0.0001142183,0.00004079544,0.0001016079,0.00001402507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257727,"about_ca_system_score_gemma":0.000006239764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004242193,"about_ca_topic_score_gemma":0.000001301393,"domain_scores_codex":[0.9994929,0.000009942286,0.0001707188,0.0000880461,0.00004464797,0.0001937588],"domain_scores_gemma":[0.9997221,0.0000181855,0.00003102266,0.0001619766,0.00003692864,0.00002982766],"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":[0.000005965319,0.00001471876,0.03608333,0.00008865562,0.00001416266,1.483122e-7,0.0001494053,5.808001e-7,0.9430378,0.00001783398,0.003346505,0.01724086],"study_design_scores_gemma":[0.0001213422,0.00002727864,0.02851906,0.00004474992,0.00001697753,0.00003177194,0.00006154241,0.000955408,0.9560698,0.000007863819,0.0140061,0.0001381074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706104,0.02814092,0.0004264593,0.00002526028,0.0001380957,0.0000787299,0.000009704017,0.0003403169,0.0002300737],"genre_scores_gemma":[0.9948563,0.00348614,0.001534412,0.00001996213,0.00002643864,0.000003145339,0.0000133829,0.00001727787,0.00004293848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02465478,"threshold_uncertainty_score":0.4373268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026840667812882,"score_gpt":0.2080479162862063,"score_spread":0.1977795096080774,"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."}}