{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001785183,0.0003520902,0.0003280236,0.0001313122,0.0009895504,0.0003123969,0.0004755359,0.00006183325,0.0000340072],"category_scores_gemma":[0.000003820205,0.0003427175,0.00008804948,0.0003237471,0.0001751998,0.0005118793,0.0002021115,0.0004062249,0.0001299304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009916036,"about_ca_system_score_gemma":0.00003859094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005182017,"about_ca_topic_score_gemma":1.537221e-8,"domain_scores_codex":[0.9976454,0.000004221843,0.0005023201,0.0006818236,0.0006922818,0.0004739524],"domain_scores_gemma":[0.9986613,0.00005666753,0.000328655,0.00009078716,0.0006491108,0.0002134976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000174486,0.0009196218,0.2403933,0.0001748761,0.0003640353,0.000001289668,0.0007561074,0.0204709,0.005814487,0.6669062,0.002523923,0.06150078],"study_design_scores_gemma":[0.005643918,0.001224652,0.1277448,0.0009643052,0.0001206198,0.0001751467,0.002341088,0.7616935,0.01508314,0.003220798,0.07886217,0.002925838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566841,0.00001586234,0.02451018,0.0003530209,0.0001849391,0.0006032013,0.00004175179,0.0001469952,0.01745997],"genre_scores_gemma":[0.9945212,0.00001383284,0.002004624,0.00004549901,0.002613169,0.0002052152,0.00007544449,0.00004339526,0.0004776184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7412226,"threshold_uncertainty_score":0.9999025,"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."}}