{"id":"W2949971314","doi":"","title":"Experimental Study of Volumetric Gas-Liquid Mass Transfer Coefficient in Slurry Bubble Columns","year":2019,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slurry; Humanities; Physics; Thermodynamics; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004280877,0.0003216275,0.0005126543,0.0008294329,0.00005984379,0.00005527915,0.0003946153,0.0001952346,0.00007956719],"category_scores_gemma":[0.00001988061,0.0003712063,0.0001226127,0.001114998,0.00003106815,0.0001814767,0.00007871321,0.0003600407,0.00001821582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005697063,"about_ca_system_score_gemma":0.00006459896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130313,"about_ca_topic_score_gemma":0.002052789,"domain_scores_codex":[0.9978929,0.00006312878,0.0006396614,0.0003729079,0.0003829485,0.000648451],"domain_scores_gemma":[0.9990602,0.00005884301,0.00004442366,0.0006224752,0.00005231892,0.0001617851],"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":[0.0002122599,0.002182901,0.04561914,0.0001320164,0.0000947657,0.0000623041,0.002650296,0.3717242,0.5737842,0.002344081,0.0002429055,0.0009509962],"study_design_scores_gemma":[0.001992579,0.001433432,0.007886137,0.00006909276,0.00002203023,0.00001380297,0.001902911,0.9019405,0.08398736,0.00002084721,0.0002193713,0.0005119176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198973,0.001203969,0.07603384,0.0000285901,0.0002604705,0.001400647,0.0000256176,0.0003735578,0.0007760079],"genre_scores_gemma":[0.997013,0.00005043029,0.002248587,0.00006565919,0.00002590377,0.0003166742,0.00001120948,0.000102259,0.0001662239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5302163,"threshold_uncertainty_score":0.999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005757602276451538,"score_gpt":0.201982219840852,"score_spread":0.1962246175644005,"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."}}