{"id":"W2948473590","doi":"10.11159/ffhmt19.1","title":"Analysis of Multiphase Fuid Flow, Heat, Mass and Charge Transfer Inside Electrochemical Systems","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Mass transfer; Heat transfer; Materials science; Mechanics; Electrochemistry; Flow (mathematics); Electrode; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002833348,0.0003465559,0.0007468496,0.0003683638,0.00006242414,0.000090268,0.0004576976,0.000223731,0.0002433955],"category_scores_gemma":[0.00002057768,0.0002494345,0.0002851701,0.0003529268,0.0001226217,0.0002217389,0.00003531624,0.0002149476,0.000003915336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006018005,"about_ca_system_score_gemma":0.00005370513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007884472,"about_ca_topic_score_gemma":0.00006036574,"domain_scores_codex":[0.9978179,0.00002227362,0.0006650297,0.0005285288,0.0006278693,0.0003383495],"domain_scores_gemma":[0.9991277,0.00006167422,0.00003267879,0.0001751568,0.0004585321,0.000144197],"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":[0.0004021584,0.00008928065,0.002236841,0.0001885236,0.001045464,6.787133e-7,0.000381088,0.0008721367,0.922191,0.07235889,0.00004614262,0.0001877888],"study_design_scores_gemma":[0.002483687,0.0002804576,0.00039647,0.0004885539,0.0005959794,0.00001429129,0.0004006795,0.3563896,0.6353138,0.0003134134,0.002835918,0.0004871866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730778,0.0004189028,0.00172483,0.000530556,0.0006182984,0.0003558462,0.0001171035,0.00004104202,0.02311561],"genre_scores_gemma":[0.997902,0.0004972077,0.0000963846,0.0001001394,0.0001021652,0.00004379513,0.00003327299,0.00003154355,0.001193458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3555174,"threshold_uncertainty_score":0.9999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342527500457833,"score_gpt":0.2223954926683621,"score_spread":0.2089702176637838,"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."}}