{"id":"W2754060216","doi":"","title":"Evaluation of Maximum Entropy Moment Closure for Solution to Radiative Heat Transfer Equation","year":2012,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Compute Canada","keywords":"Radiative transfer; Closure (psychology); Moment closure; Heat transfer; Entropy (arrow of time); Mechanics; Mathematics; Principle of maximum entropy; Thermodynamics; Physics; Environmental science; Statistics; Optics; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008291133,0.0003602811,0.0004752792,0.0002622016,0.00008022415,0.0000127014,0.0001000177,0.0002441746,0.0001029228],"category_scores_gemma":[0.00005805007,0.0003906863,0.0001764936,0.0002283056,0.00001457114,0.0001267118,0.000002996918,0.0001557109,0.00002538531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000722404,"about_ca_system_score_gemma":0.00008912911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007836431,"about_ca_topic_score_gemma":0.0004667676,"domain_scores_codex":[0.998024,0.0001157887,0.0003945477,0.0002681999,0.0008202361,0.0003772493],"domain_scores_gemma":[0.9989699,0.0000920146,0.00001769476,0.0002039405,0.0006216076,0.00009481805],"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":[0.001037101,0.0004197217,0.0004766521,0.004513155,0.003705414,5.479708e-7,0.3024606,0.2646689,0.3403627,0.003572012,0.008914405,0.06986882],"study_design_scores_gemma":[0.007946919,0.00125241,0.08553699,0.001046209,0.007021619,0.000001239265,0.01390886,0.1834378,0.6843454,0.001514311,0.01142544,0.002562825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6470969,0.01285993,0.3228702,0.0004367747,0.003355969,0.006827216,0.0002414173,0.0002586803,0.006052897],"genre_scores_gemma":[0.9961667,0.0002932077,0.0005656772,0.000008685476,0.0002664225,0.001424581,0.000875066,0.00009971244,0.0002999647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3490698,"threshold_uncertainty_score":0.9998545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579670059629556,"score_gpt":0.3371999346390889,"score_spread":0.2814032340427933,"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."}}