{"id":"W1978558312","doi":"10.1002/aic.12484","title":"Nonisothermal modeling of heat transfer inside an internal batch mixer","year":2010,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Laminar flow; Heat transfer; Computational fluid dynamics; Mechanics; Mixing (physics); Materials science; Flow (mathematics); Transient (computer programming); Thermodynamics; Polystyrene; Composite material; Polymer; 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":[],"consensus_categories":[],"category_scores_codex":[0.000264187,0.0001275471,0.0002138501,0.00006332278,0.00009064059,0.00001387036,0.000210555,0.0001449834,0.0002509424],"category_scores_gemma":[0.00004150945,0.0001063386,0.0001066136,0.00004887772,0.00006676059,0.0001793072,0.00003075202,0.0009547152,0.000008766261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001451869,"about_ca_system_score_gemma":0.00002602181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005735639,"about_ca_topic_score_gemma":0.00008000557,"domain_scores_codex":[0.9991651,0.0000216132,0.0003274275,0.0001131646,0.0001363545,0.0002363308],"domain_scores_gemma":[0.9996047,0.00004073509,0.00001381329,0.0001386158,0.00009500971,0.0001071208],"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":[0.00008064928,0.00007369312,0.004607988,0.00001192124,0.000121709,0.00001798863,0.001200594,0.04978138,0.9410151,0.002503862,0.00002846433,0.0005566187],"study_design_scores_gemma":[0.0005365593,0.00005611666,0.0005595106,0.0000247022,0.00003000047,0.0002837442,0.000107781,0.9822195,0.01566831,0.0003502756,0.0000338543,0.0001296622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7130962,0.00009939842,0.2849239,0.0001283057,0.000347206,0.00001916323,0.000002073424,0.0000178663,0.001365928],"genre_scores_gemma":[0.9957654,0.00005751884,0.003462689,0.00009234456,0.0003197514,0.000001389804,0.000001118766,0.00002229151,0.0002774853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9324381,"threshold_uncertainty_score":0.4336361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015629197955008,"score_gpt":0.2336945953471154,"score_spread":0.2235383033675653,"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."}}