{"id":"W2075163465","doi":"10.1115/fedsm-icnmm2010-30412","title":"Optothermal Control of Local Fluid Temperature in Microfluidics","year":2010,"lang":"en","type":"article","venue":"","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Simon Fraser University","funders":"","keywords":"Microfluidics; Temperature control; Materials science; Heat flux; Thermal; Temperature measurement; Dispersion (optics); Fabrication; Flux (metallurgy); Optoelectronics; Nanotechnology; Mechanics; Heat transfer; Optics; Thermodynamics; Physics","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":[0.00007812924,0.0000652751,0.00009273663,0.00008039567,0.000007007325,0.000006313483,0.00007460554,0.0001606874,0.0003955731],"category_scores_gemma":[0.00001229827,0.00006246059,0.00002417796,0.00008328378,0.00002421681,0.00008369807,0.000004963692,0.0002631739,0.00001093597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000138813,"about_ca_system_score_gemma":0.00001046332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002619218,"about_ca_topic_score_gemma":0.00003905177,"domain_scores_codex":[0.9996297,0.000005978439,0.0001482003,0.00006035608,0.00006980852,0.00008592428],"domain_scores_gemma":[0.9997864,0.00003387108,0.000009421937,0.0001154042,0.00003427345,0.00002061261],"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":[0.000004087779,0.00001248043,0.0004127815,0.0000117202,0.00000526396,0.000001002339,0.00002080763,0.0003934685,0.9907798,0.00293223,0.00303694,0.002389371],"study_design_scores_gemma":[0.0002592343,0.00001080634,0.001666167,0.000005442483,0.000001594877,0.000003933465,0.00002049798,0.007399074,0.984083,0.00006814132,0.006408233,0.00007389904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470311,0.0001857549,0.1361741,0.0002529928,0.0004517722,0.0001994102,0.00001121573,0.0004951544,0.01519849],"genre_scores_gemma":[0.9974641,0.00001943261,0.002240977,0.0001059021,0.00003820514,0.0000102543,0.000002461591,0.00001403859,0.0001046839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1504329,"threshold_uncertainty_score":0.4331248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001822321193274521,"score_gpt":0.187361090780398,"score_spread":0.1855387695871235,"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."}}