{"id":"W2062847637","doi":"10.2514/1.9159","title":"Accelerated Solution of the Radiation-Transfer Equation with Strong Scattering","year":2004,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada; University of Waterloo","funders":"","keywords":"Heat transfer; Scattering; Mechanics; Radiation; Materials science; Thermal radiation; Physics; Thermodynamics; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006695776,0.0007796781,0.0007989484,0.0004473818,0.0003460747,0.0006730895,0.0007587749,0.001044895,0.002843265],"category_scores_gemma":[0.002277446,0.0003288955,0.0006327912,0.0003169012,0.001048383,0.001091688,0.00144014,0.00120242,0.0002897539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353069,"about_ca_system_score_gemma":0.00067469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009376639,"about_ca_topic_score_gemma":0.000697349,"domain_scores_codex":[0.9997382,0.0001126375,0.000007519431,0.00002285556,0.00008340753,0.00003546717],"domain_scores_gemma":[0.9993371,0.0003233069,0.00007307854,0.00005329832,0.0001569343,0.0000563651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007403096,0.0002510182,0.00201803,0.0003392019,0.0001188343,0.000739453,0.0004054972,0.5526912,0.04756493,0.3699602,0.00323475,0.02193672],"study_design_scores_gemma":[0.00006026686,0.00005016241,0.0003090197,0.000006852692,0.000007380252,0.00006258455,0.0000141158,0.9825578,0.00166848,0.01454685,0.0007036651,0.00001267545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5173111,0.001037924,0.4443962,0.001174534,0.0006776791,0.0001165565,0.0001188194,0.0002412212,0.03492593],"genre_scores_gemma":[0.9286009,0.0004058182,0.04834058,0.0001513984,0.0002500117,0.00009875405,0.0001197105,0.0001286512,0.02190411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002843265,"threshold_uncertainty_score":0.00951165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183327136905077,"score_gpt":0.2163744052471375,"score_spread":0.1945411338780867,"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."}}