{"id":"W2072782721","doi":"10.1115/fedsm-icnmm2010-31165","title":"Parametric Study of a Transient Liquid Flow in a Microchannel of Square Cross-Section","year":2010,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Microchannel; Mechanics; Laminar flow; Heat transfer; Joule heating; Materials science; Thermodynamics; Electric field; Flow (mathematics); Computational fluid dynamics; Heat transfer coefficient; 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":[0.0002393656,0.0003141305,0.0003986067,0.0002176199,0.0002964883,0.0004076195,0.0004992647,0.0005001893,0.0008793238],"category_scores_gemma":[0.0008995077,0.000195347,0.0002785282,0.0002469848,0.0007850223,0.0004469964,0.000341467,0.0003300319,0.00007073081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003328869,"about_ca_system_score_gemma":0.0004960773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008913276,"about_ca_topic_score_gemma":0.0004576077,"domain_scores_codex":[0.9998646,0.00001920481,0.000004819383,0.00003880884,0.00003925635,0.00003346039],"domain_scores_gemma":[0.9995126,0.000313777,0.00005047508,0.00005284821,0.00003914008,0.00003123724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008311447,0.0003340078,0.003655013,0.0002233358,0.00003620311,0.0008345908,0.0007515587,0.1472383,0.8271667,0.004251173,0.0002673576,0.01441068],"study_design_scores_gemma":[0.00006577171,0.001028373,0.003559582,0.000009867559,0.00002850596,0.0002883284,0.0001337523,0.7486794,0.2450074,0.0004292227,0.0007236162,0.0000462457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729449,0.00006793051,0.02572349,0.00006665602,0.00001057288,0.00004513365,0.00005386809,0.0001483521,0.0009391762],"genre_scores_gemma":[0.9958131,0.00002952848,0.003810254,0.000004999429,0.000002259222,0.00002238387,0.0000121603,0.000006173959,0.0002990995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008913276,"threshold_uncertainty_score":0.002941608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329566416554472,"score_gpt":0.2537734896351418,"score_spread":0.2404778254695971,"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."}}