{"id":"W3111903559","doi":"10.1002/cjce.23984","title":"Experimental determination of gas diffusivity in liquids—A review","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Toronto Metropolitan University","funders":"","keywords":"Thermal diffusivity; Thermodynamics; Diffusion; Mass transfer; Work (physics); Gaseous diffusion; Mass diffusivity; Chemistry; Physical 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":[],"consensus_categories":[],"category_scores_codex":[0.0001045377,0.00008248111,0.0001956027,0.00004874918,0.000006351885,0.000007000467,0.0001842165,0.00003587101,0.000026],"category_scores_gemma":[0.00009782434,0.0000707248,0.00006360421,0.0001456645,0.00002005753,0.00007773675,0.00000752662,0.0002135731,9.020525e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001262716,"about_ca_system_score_gemma":0.00006076249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000497324,"about_ca_topic_score_gemma":0.00002087791,"domain_scores_codex":[0.9994537,0.000007786117,0.0002704264,0.00003845908,0.00008962869,0.0001400094],"domain_scores_gemma":[0.9996302,0.00003138695,0.00004019984,0.00006616914,0.00002131099,0.0002107608],"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":[0.000005414544,0.000005386229,0.0000249636,0.0003296355,0.00001434887,0.00003183165,0.0004043004,0.007185966,0.9907992,0.0001381274,0.0000602153,0.001000633],"study_design_scores_gemma":[0.0003550132,0.00004135242,0.00004272089,0.0008989831,0.00002265036,0.00007462939,0.000008449831,0.3617994,0.6361802,0.00004705231,0.000372227,0.0001572831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931455,0.005388046,0.0007684833,0.000377453,0.00009945558,0.0000602688,0.000003653222,0.00001064833,0.000146507],"genre_scores_gemma":[0.9996296,0.0000403674,0.0001613464,0.00007525848,0.00007478501,0.0000012608,8.940283e-7,0.00001607991,4.555214e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3546189,"threshold_uncertainty_score":0.2884074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00989900329676888,"score_gpt":0.2037470474703807,"score_spread":0.1938480441736118,"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."}}