{"id":"W1966441755","doi":"10.1088/0004-637x/797/1/4","title":"A GENERAL HYBRID RADIATION TRANSPORT SCHEME FOR STAR FORMATION SIMULATIONS ON AN ADAPTIVE GRID","year":2014,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Radiative transfer; Star formation; Thermal radiation; Radiation; Radiant energy; Diffusion; Stars; Convection; Radiation transport; Benchmark (surveying)","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":[0.0003852548,0.0005224852,0.0005124696,0.0003016309,0.0005394639,0.0006379888,0.001769227,0.0009613553,0.004385396],"category_scores_gemma":[0.001114288,0.0003624748,0.0007191998,0.000460612,0.0005693438,0.0005943449,0.001059749,0.0008938275,0.000755491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000839182,"about_ca_system_score_gemma":0.001160263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009809585,"about_ca_topic_score_gemma":0.006506426,"domain_scores_codex":[0.9998641,0.00003574998,0.00001155917,0.00002091109,0.00004679127,0.00002080007],"domain_scores_gemma":[0.999651,0.0001135903,0.00003501726,0.0000617886,0.00009213615,0.00004651752],"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":[0.00007100331,0.00004451498,0.001151831,0.00005065486,0.00002911478,0.000105746,0.00007065752,0.9660928,0.005520483,0.012875,0.0011601,0.01282799],"study_design_scores_gemma":[0.00002248058,0.000009718548,0.00007575128,0.000002942975,0.000001923378,0.00000872561,0.000004718525,0.9972163,0.0003663125,0.00122108,0.001065485,0.000004426599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08321856,0.0002733173,0.8985159,0.0003360136,0.0001706951,0.0002165907,0.0007239644,0.002798993,0.01374607],"genre_scores_gemma":[0.5224108,0.0002156146,0.4644121,0.0002029886,0.00006308414,0.0007734093,0.0009894694,0.0007366894,0.01019584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009809585,"threshold_uncertainty_score":0.01950496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520801278322032,"score_gpt":0.2507070224335537,"score_spread":0.2354990096503334,"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."}}