{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002243423,0.0002125241,0.0003616139,0.00003766606,0.00006324558,0.00005204515,0.0001714875,0.00007234586,1.400059e-7],"category_scores_gemma":[0.00001722075,0.0001979548,0.0001244205,0.00009381662,0.00003339155,0.0004425671,0.00001045912,0.0001104731,6.074064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008655531,"about_ca_system_score_gemma":0.0001154737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001614869,"about_ca_topic_score_gemma":3.893877e-7,"domain_scores_codex":[0.9991205,0.00001302111,0.0003861343,0.000133139,0.0001175437,0.0002296976],"domain_scores_gemma":[0.9988618,0.00004986506,0.0001893063,0.0001450902,0.0006525558,0.000101398],"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":[0.00004472453,0.00002268358,0.000004562246,0.0001644639,0.00005819876,1.757043e-7,0.0005592397,0.85906,0.1305655,0.002290866,0.00005192239,0.007177557],"study_design_scores_gemma":[0.0006865568,0.00007325405,6.441301e-7,0.0000459025,0.00003595811,0.000009800224,0.0004708144,0.9164507,0.0754676,0.005938241,0.0006111632,0.0002093213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005594983,0.0005737891,0.992903,0.000006919058,0.0003588284,0.0004560063,0.0000349627,0.00006087389,0.00001063594],"genre_scores_gemma":[0.4700355,0.00004096706,0.5290622,0.000005285402,0.0007019516,0.00007026884,0.00001267412,0.00004988887,0.00002125533],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4644406,"threshold_uncertainty_score":0.8072361,"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."}}