{"id":"W1996588893","doi":"10.1016/j.ijthermalsci.2013.07.007","title":"Thermal convection of non-Fourier fluids. Linear stability","year":2013,"lang":"en","type":"article","venue":"International Journal of Thermal Sciences","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Western University","funders":"","keywords":"Convection; Mechanics; Natural convection; Materials science; Rayleigh number; Rayleigh–Bénard convection; Combined forced and natural convection; Heat flux; Heat transfer; Relaxation (psychology); Thermodynamics; Convective heat transfer; Fourier transform; Newtonian fluid; Thermal conduction; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004182147,0.00007783022,0.0001305753,0.0001155189,0.00003282108,0.00003913214,0.0004295958,0.00004128411,0.001281503],"category_scores_gemma":[0.00002028457,0.00005595901,0.0001042875,0.0001011277,0.0001523045,0.0005532387,0.00001552603,0.0001200343,0.00002735907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003971097,"about_ca_system_score_gemma":0.00004947996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006472832,"about_ca_topic_score_gemma":0.000003502622,"domain_scores_codex":[0.9989148,0.0000208277,0.0003624715,0.00006655331,0.000509859,0.0001254452],"domain_scores_gemma":[0.999445,0.00005276756,0.000050914,0.00005427908,0.000337776,0.00005923519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002473105,0.00005042366,0.01149652,0.00001013353,0.00008781805,0.000003821898,0.0004701055,0.01108471,0.9654332,0.0001225335,0.0002643385,0.01095169],"study_design_scores_gemma":[0.0009357008,0.0003749853,0.1591857,0.0001107791,0.00002604727,0.00004358016,0.0002419795,0.1011351,0.7360786,0.0003116036,0.001313287,0.0002426957],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920075,0.0001510554,0.002483735,0.0003238119,0.001395016,0.00005755575,0.000004094205,0.00001224175,0.00356498],"genre_scores_gemma":[0.9985342,0.00004207413,0.0009948577,0.00004231122,0.0003548657,0.000001624677,3.214101e-7,0.000005898139,0.00002382044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2293546,"threshold_uncertainty_score":0.9996315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560469674938321,"score_gpt":0.2486748774115669,"score_spread":0.2330701806621837,"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."}}