{"id":"W1998339698","doi":"10.1016/j.icheatmasstransfer.2009.03.016","title":"Flow and energy fields in a resonant channel","year":2009,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Advanced Thermodynamic Systems and Engines","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Streamlines, streaklines, and pathlines; Energy–depth relationship in a rectangular channel; Mechanics; Heat flux; Thermal conduction; Compressibility; Thermodynamics; Energy flux; Physics; Heat transfer; Viscosity; Compressible flow; Perfect gas; Flow (mathematics); Energy (signal processing); Materials science; Open-channel flow; Chézy formula","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":[0.00005125545,0.00006404934,0.00007964611,0.000107196,0.00001824608,0.00001161742,0.0001378441,0.00004590622,0.000003917797],"category_scores_gemma":[0.000003400722,0.0000640673,0.00001150654,0.00006110495,0.00001874386,0.00008411508,0.00001016152,0.00009446943,2.719778e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002581086,"about_ca_system_score_gemma":0.000002469325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008033971,"about_ca_topic_score_gemma":0.000741269,"domain_scores_codex":[0.9996611,0.00001187489,0.0001406609,0.00006761919,0.00004214651,0.00007653643],"domain_scores_gemma":[0.9997682,0.00003943029,0.000001659348,0.0001607941,0.00001106295,0.00001885584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009588571,0.0002451072,0.00354746,0.00008881328,0.00009605029,0.00002636753,0.006659098,0.2262117,0.01240398,0.271622,0.0001190816,0.4788845],"study_design_scores_gemma":[0.0003648379,0.00001329966,0.006334619,0.00008214737,0.000001615407,0.000008041225,0.00006955063,0.975947,0.00006047298,0.007975605,0.00904327,0.00009960885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4676757,0.02714439,0.4385423,0.0109416,0.0007955622,0.0003048448,0.00006469767,0.0002822212,0.05424865],"genre_scores_gemma":[0.9933999,0.005529604,0.0008837745,0.00006428313,0.0000176021,0.0000247892,0.00001291551,0.000006017607,0.00006108016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7497353,"threshold_uncertainty_score":0.2612588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368421612082268,"score_gpt":0.2405694433329586,"score_spread":0.2268852272121359,"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."}}