{"id":"W2067880887","doi":"10.1088/0067-0049/213/1/7","title":"AN ALGORITHM FOR RADIATION MAGNETOHYDRODYNAMICS BASED ON SOLVING THE TIME-DEPENDENT TRANSFER EQUATION","year":2014,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"","keywords":"Magnetohydrodynamics; Algorithm; Interpolation (computer graphics); Physics; Partial differential equation; Operator (biology); Applied mathematics; Mathematical analysis; Computer science; Mathematics; Classical mechanics; Magnetic field","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":[0.0003559458,0.0002264126,0.0001995847,0.0000329963,0.001031357,0.0002658307,0.0003983027,0.00002107671,0.0003114683],"category_scores_gemma":[0.000006413874,0.0001333402,0.0002032063,0.0001166359,0.00009510125,0.0003957849,0.00002168924,0.0002905364,0.00003249879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005588649,"about_ca_system_score_gemma":0.00004575023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001963056,"about_ca_topic_score_gemma":0.000001331817,"domain_scores_codex":[0.9984441,0.0002264528,0.0003291232,0.0002074542,0.0004153672,0.0003774555],"domain_scores_gemma":[0.9990783,0.0002550978,0.0001220849,0.0003286354,0.0001040149,0.000111815],"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":[0.0002405606,0.000779923,0.000256154,0.000006268448,0.0001455008,3.75162e-7,0.0005304294,0.453587,0.0171562,0.1927253,0.0008495681,0.3337228],"study_design_scores_gemma":[0.0009926237,0.001392046,0.001457738,0.000009905234,0.0001089928,2.324278e-7,0.0002338512,0.9600205,0.001389707,0.0323532,0.001844696,0.0001965042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03001735,0.00000166086,0.9649318,0.004240303,0.0001463018,0.0004330587,0.0001597047,0.00002257894,0.00004721047],"genre_scores_gemma":[0.9732531,7.418437e-7,0.02329881,0.0003071323,0.002475521,0.0001117039,0.0003510064,0.00003653367,0.0001654713],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9432358,"threshold_uncertainty_score":0.7932467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008107713158560747,"score_gpt":0.2253666133292375,"score_spread":0.2172589001706768,"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."}}