{"id":"W2296208391","doi":"10.1109/hpcs.2008.38","title":"Computational Astrophysics","year":2008,"lang":"en","type":"article","venue":"Proceedings/Proceedings (International Symposium on High Performance Computing Systems and Applications)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cosmology; Computational astrophysics; Physics; COSMIC cancer database; Galaxy; Astrophysics; Gravitation; Astronomy","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":[0.00144064,0.001493171,0.001452637,0.001523222,0.001185423,0.005503694,0.001397509,0.001775503,0.2288142],"category_scores_gemma":[0.00656988,0.000464194,0.0008055439,0.002244759,0.0009598859,0.003029502,0.00286335,0.003469889,0.128647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749046,"about_ca_system_score_gemma":0.00221299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001831742,"about_ca_topic_score_gemma":0.002294666,"domain_scores_codex":[0.9987966,0.000186747,0.000125667,0.0003252257,0.0004663514,0.00009947658],"domain_scores_gemma":[0.9971722,0.000632323,0.000110126,0.0005087893,0.001106524,0.0004700545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003618897,0.00001811428,0.0001357735,0.0006540609,0.00002406889,0.00003103816,0.00003464162,0.000685367,0.0002716627,0.02420825,0.8659081,0.1079926],"study_design_scores_gemma":[0.000006181268,0.00001344547,0.0001105727,0.0001821541,0.000007955046,0.00003284185,0.00001108544,0.0003334087,0.00008343814,0.006765783,0.992448,0.000005027578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001954082,0.1444766,0.03408417,0.06241842,0.2079702,0.0004158026,0.01408849,0.004462055,0.5301301],"genre_scores_gemma":[0.02739424,0.1047029,0.01478779,0.01080969,0.05036278,0.0004698905,0.01767111,0.002228037,0.7715735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2288142,"threshold_uncertainty_score":0.7654596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011027918524061,"score_gpt":0.2427107137118489,"score_spread":0.2326004345266083,"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."}}