{"id":"W2324063831","doi":"10.1021/ie201108b","title":"Heat Transfer in a Slurry Bubble Column Reactor: A Critical Overview","year":2011,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Heat transfer; Bubble; Thermodynamics; Rheology; Heat transfer coefficient; Slurry; Mechanics; Particle (ecology); Materials science; Flow (mathematics); Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008453665,0.000241797,0.0003245842,0.0001515813,0.00005025902,0.00006961048,0.0003626364,0.0004517033,0.0004548547],"category_scores_gemma":[0.000417312,0.0002863547,0.00008672255,0.0006707814,0.00007173572,0.0001499989,0.00007286783,0.001698138,0.00002808322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003425954,"about_ca_system_score_gemma":0.0001131285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003107,"about_ca_topic_score_gemma":0.00001437353,"domain_scores_codex":[0.9978642,0.00003008605,0.0003991397,0.0003281261,0.0004478336,0.0009305527],"domain_scores_gemma":[0.9990196,0.000237345,0.000001748731,0.0003787688,0.00008100137,0.0002815686],"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":[0.000037413,0.00008603225,0.0002276519,0.0004483729,0.00003653179,0.0001643568,0.0003862573,0.002634502,0.994031,0.0004880453,0.0008973884,0.0005625125],"study_design_scores_gemma":[0.002114568,0.0000930027,0.0002996602,0.001066217,0.00002124961,0.00006631063,0.0001752688,0.200032,0.7760403,0.0000992051,0.01904377,0.0009484249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877368,0.001125928,0.0001342712,0.00005466242,0.0004944456,0.0002856613,0.00003414541,0.0003334127,0.009800679],"genre_scores_gemma":[0.9990816,0.0001673784,0.00005858481,0.000003936177,0.0003889732,0.00009431902,0.00001225779,0.00008521503,0.0001077506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2179906,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684746596053153,"score_gpt":0.3234634602240855,"score_spread":0.1549888006187702,"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."}}