{"id":"W1999825997","doi":"10.1016/j.ijthermalsci.2013.05.011","title":"Heat and mass transport phenomena under the influence of vibration using a new aided image processing approach","year":2013,"lang":"en","type":"article","venue":"International Journal of Thermal Sciences","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Canadian Space Agency","keywords":"Vibration; Rayleigh scattering; Materials science; Fast Fourier transform; Discretization; Mechanics; Acoustics; Optics; Mathematical analysis; Algorithm; Physics; Computer science; Mathematics","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":[0.0002575614,0.00006185166,0.00007741626,0.0001129001,0.00005086901,0.00009038026,0.0002979769,0.00002615706,0.00004495716],"category_scores_gemma":[0.00001446829,0.00004109132,0.000029658,0.0001181082,0.000120783,0.001438342,0.0000105885,0.0001008506,4.991023e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004014244,"about_ca_system_score_gemma":0.00006381587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008894048,"about_ca_topic_score_gemma":0.000001556609,"domain_scores_codex":[0.9991919,0.00001482835,0.0002672381,0.00005915874,0.0003944061,0.00007241593],"domain_scores_gemma":[0.9996082,0.00003713517,0.00008901664,0.00003314417,0.0002013925,0.00003110566],"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":[0.000007166623,0.00001247743,0.001073173,0.00001070564,0.00002803945,6.255598e-7,0.0004826052,0.4121613,0.5811507,0.0002121311,0.00002930352,0.00483181],"study_design_scores_gemma":[0.0005482908,0.0001165932,0.1067909,0.0002323165,0.00003363968,0.0001856209,0.001586294,0.7695159,0.1127006,0.007878327,0.0001440096,0.0002675106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885142,0.0001260622,0.1131132,0.0005971995,0.0000993345,0.00006275185,6.831247e-7,0.0000161107,0.0008426111],"genre_scores_gemma":[0.9771171,0.00002425272,0.02264854,0.00008468075,0.0001101237,0.000001547582,2.641845e-7,0.000004585896,0.000008959901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4684501,"threshold_uncertainty_score":0.1675655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759546223358859,"score_gpt":0.2608164359761355,"score_spread":0.2432209737425469,"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."}}