{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002335205,0.000220469,0.0002246574,0.0001665433,0.0002407445,0.0003767171,0.0003254337,0.0002253338,0.0004188324],"category_scores_gemma":[0.0002848344,0.0001828712,0.0001726711,0.00008946069,0.0005656942,0.0004524946,0.0003897688,0.0002830394,0.0001541234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004785139,"about_ca_system_score_gemma":0.0002430815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002716799,"about_ca_topic_score_gemma":0.0006864729,"domain_scores_codex":[0.9998424,0.00002309049,0.000009236368,0.00004093405,0.00006307845,0.00002130578],"domain_scores_gemma":[0.9999195,0.00003519607,0.00002424993,0.000007644077,0.000007775191,0.000005698779],"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":[0.00004086643,0.00001226906,0.00007387502,0.00006882647,0.000002948262,0.00002351516,0.00003597872,0.001231979,0.9892042,0.002044038,0.0001054163,0.007155912],"study_design_scores_gemma":[0.00001352989,0.00009150613,0.0002919816,0.000007961446,0.000008207827,0.0000909553,0.00001285238,0.006947558,0.9867939,0.0005317216,0.005193322,0.00001641624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7865706,0.007230012,0.1952103,0.0006540373,0.0003647207,0.0001107893,0.0001750781,0.0006670792,0.009017279],"genre_scores_gemma":[0.9292254,0.002350983,0.06367291,0.0001368799,0.0001170464,0.00009386386,0.0000447453,0.00007376655,0.004284265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004785139,"threshold_uncertainty_score":0.003471911,"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."}}