{"id":"W2480791468","doi":"10.1088/1742-6596/660/1/012071","title":"Multi-physics modelling approach for oscillatory microengines: application for a microStirling generator design","year":2015,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Thermodynamic Systems and Engines","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Agence Nationale de la Recherche; Council of State and Territorial Epidemiologists","keywords":"Stirling engine; Piston (optics); Scaling; Thermal; Mechanical engineering; Mechanics; Physics; Thermal hydraulics; Viscosity; Engineering; Thermodynamics; Heat transfer; Mathematics","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":[0.0002142566,0.0006576928,0.0005056103,0.0004370766,0.0002486517,0.0006640826,0.001142947,0.001251275,0.00298751],"category_scores_gemma":[0.0003357548,0.0002987914,0.0007692592,0.00028299,0.0003135459,0.0006889803,0.0004029405,0.0008106449,0.001034364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000421679,"about_ca_system_score_gemma":0.0003921313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008804381,"about_ca_topic_score_gemma":0.001056706,"domain_scores_codex":[0.9998579,0.00002316492,0.000007942508,0.00002021488,0.00008199106,0.000008696351],"domain_scores_gemma":[0.9998881,0.00004031007,0.00001532008,0.00002130749,0.00002835029,0.000006610258],"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":[0.00004676704,0.00009219385,0.0003733602,0.0002561703,0.00003935098,0.0002595884,0.0001085505,0.8413663,0.08352309,0.02434866,0.0007964754,0.04878948],"study_design_scores_gemma":[0.000003566833,0.00002824205,0.00009845934,0.000006705465,0.000008595753,0.00004704349,0.000006124956,0.9895414,0.004163323,0.002343918,0.003746743,0.000006073832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008099046,0.000254281,0.9856205,0.00009214455,0.00002758756,0.00004434518,0.00008143664,0.0002684447,0.005512145],"genre_scores_gemma":[0.6247016,0.00123607,0.3533161,0.0001097469,0.00006306521,0.0005319035,0.0003578678,0.0003020204,0.01938153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00298751,"threshold_uncertainty_score":0.009994209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07827186780310538,"score_gpt":0.2490919539075417,"score_spread":0.1708200861044363,"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."}}