{"id":"W2081739633","doi":"10.1016/j.ijheatmasstransfer.2010.05.062","title":"Synchronizing time-varying discrete heating elements in forced convection for minimal thermal resistance","year":2010,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Materials science; Laminar flow; Thermal; Heat transfer; Thermal resistance; Finite volume method; Thermodynamics; Control theory (sociology); Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002384513,0.0001009212,0.000143701,0.0001399171,0.00003792936,0.00005080052,0.00009333931,0.00006192865,0.00004582064],"category_scores_gemma":[0.0000136017,0.00009526209,0.0000646054,0.00004432033,0.00001797072,0.0003370068,0.000002533944,0.0002033753,5.696385e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004524256,"about_ca_system_score_gemma":0.00002077066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004207805,"about_ca_topic_score_gemma":0.00003808807,"domain_scores_codex":[0.9991855,0.00001260372,0.0003991829,0.00008224884,0.0001723721,0.0001480834],"domain_scores_gemma":[0.9997328,0.00006672229,0.000009146213,0.00003414393,0.0001067749,0.00005044041],"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":[0.000420969,0.00002333151,0.002711461,0.00008465128,0.0001361331,0.00001487062,0.0008427851,0.02772241,0.9628643,0.0003524148,0.00003277418,0.00479393],"study_design_scores_gemma":[0.009950411,0.0002811545,0.005722425,0.0006866163,0.0001023882,0.0001035125,0.0001754897,0.7663987,0.212054,0.0006859581,0.003237478,0.0006018696],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7877352,0.000140149,0.2101474,0.0002675687,0.0006923686,0.0001342686,0.00001518658,0.00001925669,0.0008485301],"genre_scores_gemma":[0.9942522,0.00008177434,0.005320417,0.00003602483,0.0002449179,0.000007869359,0.000009988072,0.00002025896,0.00002655773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7508103,"threshold_uncertainty_score":0.3884675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006666411109166356,"score_gpt":0.2334171197507251,"score_spread":0.2267507086415587,"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."}}