{"id":"W2140122241","doi":"10.1002/cjce.20313","title":"Heat transfer metrology issues in two‐phase bubble column reactors","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metrology; Adiabatic process; Tube (container); Heat transfer; Bubble; Heat transfer coefficient; Mechanics; Thermodynamics; Materials science; Column (typography); Phase (matter); Chemistry; Physics; Optics; Mechanical engineering; Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003836221,0.0004746866,0.0006599054,0.0004381617,0.0007794222,0.001148113,0.001013391,0.001043663,0.0006012609],"category_scores_gemma":[0.0136221,0.0004917912,0.0002849482,0.0004721178,0.001313281,0.001344303,0.0009783012,0.001009008,0.0001367236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242985,"about_ca_system_score_gemma":0.001104702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0030779,"about_ca_topic_score_gemma":0.002323962,"domain_scores_codex":[0.9961248,0.001084282,0.0001438595,0.0004086522,0.002055614,0.0001828184],"domain_scores_gemma":[0.9898509,0.006250443,0.001074521,0.001079962,0.001613737,0.0001304991],"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":[0.0004211044,0.0001017783,0.004244511,0.0001569125,0.00003441239,0.000158713,0.0003841556,0.01986023,0.9578253,0.001768145,0.000165837,0.01487896],"study_design_scores_gemma":[0.00003376915,0.0003695609,0.005765848,0.00001034202,0.0000134577,0.0001880258,0.00009438791,0.06796484,0.9236777,0.000756287,0.001069668,0.00005607396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790906,0.0004364996,0.1180248,0.0005563255,0.00006120359,0.00007779446,0.0001497695,0.0008859629,0.0007171356],"genre_scores_gemma":[0.9787887,0.00005949053,0.02068784,0.00005085337,0.00001041873,0.00005625815,0.00006329709,0.00005048881,0.0002325304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003836221,"threshold_uncertainty_score":0.02028811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0043561420741664,"score_gpt":0.2053947842217342,"score_spread":0.2010386421475678,"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."}}