{"id":"W1972255462","doi":"10.1051/0004-6361:20053275","title":"Monte Carlo radiative transfer in protoplanetary disks","year":2006,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":409,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Centre National de la Recherche Scientifique","keywords":"Radiative transfer; Monte Carlo method; Physics; Monochromatic color; Thermal radiation; Computational physics; Atmospheric radiative transfer codes; Astrophysics; Thermal; Thermal emission; Radiation; 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":[0.0006207136,0.0004932748,0.0005843081,0.0003786182,0.0007244888,0.0008099283,0.001861028,0.00127804,0.004419341],"category_scores_gemma":[0.002476098,0.0004355911,0.0006039148,0.0004261611,0.0007186154,0.0007792696,0.0007578947,0.0008688528,0.000687569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313439,"about_ca_system_score_gemma":0.0008928137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105816,"about_ca_topic_score_gemma":0.006203661,"domain_scores_codex":[0.9997705,0.00008754097,0.000006838499,0.00002516664,0.00008167268,0.00002844094],"domain_scores_gemma":[0.9987485,0.0008347876,0.00007753509,0.0001010518,0.0001574821,0.00008060967],"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":[0.00009768449,0.00005264148,0.0009805956,0.00004476183,0.00003244307,0.00008119927,0.00005248843,0.9762369,0.001868532,0.009764529,0.001038468,0.00974965],"study_design_scores_gemma":[0.00002188483,0.00000706027,0.0001026559,0.000003215241,0.000003290622,0.0000142255,0.000003625972,0.9966825,0.0005041972,0.002099627,0.0005515303,0.000006136128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2157865,0.000933361,0.7468047,0.0005996035,0.0001960925,0.0001942006,0.0009223521,0.00784381,0.02671938],"genre_scores_gemma":[0.8275613,0.000251586,0.1644683,0.0002927729,0.00008435042,0.0004232623,0.0004506313,0.0007785624,0.005689347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01105816,"threshold_uncertainty_score":0.02198756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005065033305607113,"score_gpt":0.1917525319939457,"score_spread":0.1866874986883386,"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."}}