{"id":"W2029050532","doi":"10.1088/0067-0049/199/1/9","title":"A RADIATION TRANSFER SOLVER FOR ATHENA USING SHORT CHARACTERISTICS","year":2012,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Spacecraft Dynamics and Control","field":"Engineering","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"","keywords":"Solver; Radiative transfer; Magnetohydrodynamics; Tensor (intrinsic definition); Scattering; Integrator; Operator (biology); Code (set theory)","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":[0.0001358616,0.0001373471,0.0001622146,0.00002344659,0.0001885243,0.00007664235,0.0001143696,0.00002519149,0.0000628251],"category_scores_gemma":[0.000004047621,0.000095829,0.0001293519,0.00004509257,0.00002735506,0.0002986476,0.0000110442,0.000155273,0.000003900383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000739367,"about_ca_system_score_gemma":0.00001043284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001937895,"about_ca_topic_score_gemma":0.000001118079,"domain_scores_codex":[0.9991873,0.00001878587,0.0002024424,0.00005377246,0.0001560994,0.0003815908],"domain_scores_gemma":[0.9997228,0.00002926915,0.00001715487,0.0001020953,0.00003189403,0.00009681262],"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":[0.0006668625,0.0003403299,0.01239495,0.00009233424,0.00122419,0.000006625572,0.003803514,0.01212467,0.837882,0.05021157,0.002246403,0.07900649],"study_design_scores_gemma":[0.003840652,0.0009430251,0.09165365,0.00009980969,0.001299153,0.0002567201,0.001688824,0.7850672,0.02398146,0.007944611,0.08160634,0.001618569],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3831359,0.0000458643,0.6158974,0.0002987386,0.0003777959,0.000156479,0.00006232191,0.00002235996,0.000003130066],"genre_scores_gemma":[0.9925865,0.00005104088,0.005644093,0.00003874661,0.001587035,0.000023888,0.00002078636,0.00003198487,0.00001593379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8139006,"threshold_uncertainty_score":0.3907793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078493738657875,"score_gpt":0.2242283090598661,"score_spread":0.2134433716732873,"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."}}