{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001166193,0.0001130193,0.0001216828,0.00009025708,0.00008429925,0.00002711015,0.00004599669,0.00007159237,0.000003129697],"category_scores_gemma":[0.0000127312,0.00008598575,0.00002458447,0.00004102863,0.00004156554,0.00006815967,0.000005158685,0.0001749514,6.643637e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002493006,"about_ca_system_score_gemma":0.000009947505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002128934,"about_ca_topic_score_gemma":0.00001349703,"domain_scores_codex":[0.9993999,0.00002404788,0.0001785863,0.0001436548,0.0001634794,0.00009033854],"domain_scores_gemma":[0.9996884,0.0001191669,0.00001202991,0.00005674647,0.0001048189,0.00001881779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003477076,0.00002151462,0.0001320398,0.00005867205,0.00002348159,0.000001527396,0.002789148,0.9881595,0.007784705,0.0004793379,0.000001251316,0.0002010538],"study_design_scores_gemma":[0.0003847622,0.000287261,0.0006802874,0.0002105652,0.000004048162,0.000002016933,0.00006412916,0.9760729,0.02203377,0.0001582438,0.00001148908,0.00009054667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716533,0.0001256371,0.0273494,0.0001633101,0.0001876703,0.0001601711,0.00001021215,0.00003688867,0.0003133397],"genre_scores_gemma":[0.9992507,0.0005488329,0.00004852604,0.00002662131,0.00007425054,0.00001605707,0.000006848253,0.00000953599,0.00001870521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02759726,"threshold_uncertainty_score":0.3506397,"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."}}