{"id":"W4289782848","doi":"","title":"Thermohydraulic performance of an array of microfluidic cells in unsteady non uniform heat loads distributions","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Microfluidics; Mechanics; Environmental science; Materials science; Physics; Nanotechnology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001625338,0.0002505991,0.0004040888,0.0002019793,0.0001144827,0.00007001943,0.0008738138,0.0002747718,0.00003393782],"category_scores_gemma":[0.0000611647,0.0002768509,0.0001163775,0.0002199912,0.0001751068,0.0001930249,0.0001363314,0.00042932,0.000005329634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146708,"about_ca_system_score_gemma":0.0001424954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008554418,"about_ca_topic_score_gemma":0.0005991688,"domain_scores_codex":[0.9980905,0.0005568896,0.0005732455,0.0003109794,0.0002122529,0.0002560976],"domain_scores_gemma":[0.9974202,0.0001532319,0.0001056004,0.001623701,0.0005970748,0.0001001819],"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":[0.00003810497,0.001083708,0.005708962,0.002554415,0.0001385863,0.000003060702,0.01527132,0.08372202,0.8622814,0.001681676,0.0001939239,0.02732281],"study_design_scores_gemma":[0.0003456207,8.57924e-7,0.006326021,0.001458332,0.00002517493,0.000001329557,0.00002796567,0.1579477,0.8332836,0.00008131252,0.0002759032,0.0002261673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7752194,0.0006092407,0.2063179,0.0001912131,0.0001561319,0.0003733746,0.0002423942,0.0000849931,0.01680531],"genre_scores_gemma":[0.9910379,0.003167427,0.004711174,0.000003508979,0.000009000417,0.00002716602,0.00083686,0.0000378005,0.000169159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2158185,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009580711343257548,"score_gpt":0.2105776583365726,"score_spread":0.2009969469933151,"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."}}