{"id":"W2024482789","doi":"10.1016/j.icheatmasstransfer.2011.05.005","title":"An investigation on the performance of a FTS fixed-bed reactor using CFD methods","year":2011,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Computational fluid dynamics; Work (physics); Mass transfer; Mechanics; Volumetric flow rate; Boiling; Heat transfer; Boiling point; Nuclear engineering; Thermodynamics; Range (aeronautics); Flow (mathematics); Physics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0004541225,0.0001124166,0.000124145,0.000146145,0.00005305505,0.00001446171,0.0005053905,0.00007268244,0.00004703319],"category_scores_gemma":[0.00001509511,0.00009318028,0.00003192792,0.0001350148,0.000149936,0.0002243194,0.00001394388,0.0002460023,0.000001450575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000436387,"about_ca_system_score_gemma":0.00002119245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001312997,"about_ca_topic_score_gemma":0.00009012924,"domain_scores_codex":[0.9992161,0.0001354025,0.0003030021,0.0001042984,0.0001257487,0.0001154104],"domain_scores_gemma":[0.9991625,0.0002151893,0.000006699791,0.0005069049,0.00006089491,0.00004781998],"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":[0.0001422552,0.0003477398,0.05039889,0.0001552475,0.0002077083,0.000001890141,0.02625215,0.001765148,0.8284943,0.06850239,0.00003710934,0.02369521],"study_design_scores_gemma":[0.0008420577,0.0002069947,0.03061416,0.0003418644,0.00005913612,0.00001058306,0.0006723905,0.4407439,0.5205362,0.003575234,0.001975894,0.0004215961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890795,0.0001649784,0.005947508,0.000246994,0.0002313596,0.0001920399,0.00001646431,0.00005081721,0.004070342],"genre_scores_gemma":[0.9825904,0.000891557,0.01632023,0.00007579561,0.00002220699,0.00005257283,0.00002404599,0.00001831075,0.000004890959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4389788,"threshold_uncertainty_score":0.3799782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181903864407338,"score_gpt":0.3286176827730616,"score_spread":0.2104272963323279,"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."}}