{"id":"W26907467","doi":"10.1038/srep21831","title":"Transient and liquid temperature-dependent proprieties effects on the liquid flow in a microchannel of square cross-section","year":2008,"lang":"en","type":"article","venue":"international conference on Modelling and simulation","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; Multiphysics; Laminar flow; Mechanics; Heat flux; Materials science; Joule heating; Computer cooling; Thermodynamics; Electric field; Flow (mathematics); Cross section (physics); Heat transfer; Finite element method; Physics; Mechanical engineering; Composite material; Engineering","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":[0.0002245114,0.0001757657,0.0001854268,0.0001435239,0.000232855,0.000367265,0.0002813444,0.0001904188,0.001652658],"category_scores_gemma":[0.0004095626,0.0001592383,0.0001663285,0.0001254388,0.0004407638,0.0002563112,0.000212737,0.0002862009,0.0001695268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003725109,"about_ca_system_score_gemma":0.0002522942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007902962,"about_ca_topic_score_gemma":0.0008020293,"domain_scores_codex":[0.9998652,0.00001802537,0.000005586205,0.00003867117,0.00003565231,0.00003692863],"domain_scores_gemma":[0.9997615,0.0001204519,0.00005397712,0.00002130132,0.0000224691,0.00002016897],"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":[0.0001852259,0.0000401865,0.001224756,0.00004302297,0.000009391485,0.00005718876,0.00008515324,0.001870541,0.9919015,0.0004369613,0.00009625652,0.004050015],"study_design_scores_gemma":[0.00001980314,0.0002042713,0.004805941,0.000004519918,0.00001213437,0.00007495681,0.00004329496,0.02824348,0.9655353,0.0001212242,0.0009160515,0.0000189756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875186,0.0003134692,0.01079381,0.00007457109,0.00002724215,0.00001973395,0.0001287311,0.0001843181,0.0009395535],"genre_scores_gemma":[0.9946795,0.0001351849,0.004448485,0.00001812652,0.000006545709,0.00002370919,0.00005202607,0.00001509987,0.0006213012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001652658,"threshold_uncertainty_score":0.005528688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03875133300922498,"score_gpt":0.2640733695686941,"score_spread":0.2253220365594691,"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."}}