{"id":"W2095726142","doi":"10.1017/s1743921312000671","title":"Historical Time-Domain: Data Archives, Processing, and Distribution","year":2011,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"National Science Foundation","keywords":"Digitization; Data processing; Domain (mathematical analysis); Distribution (mathematics); Data science; Computer science; Information retrieval; Geography; Database; Telecommunications; Mathematics","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":[0.01483821,0.0009434551,0.0008329552,0.01070347,0.001327503,0.007112254,0.002278409,0.0007818554,0.01782329],"category_scores_gemma":[0.02650957,0.0007741034,0.0005983987,0.01750833,0.0006119661,0.005273144,0.002847475,0.001587718,0.01990102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554003,"about_ca_system_score_gemma":0.004033901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01439141,"about_ca_topic_score_gemma":0.005624027,"domain_scores_codex":[0.995362,0.001140038,0.0009933594,0.0007345226,0.001532648,0.0002374148],"domain_scores_gemma":[0.9726608,0.003343138,0.001519508,0.007800312,0.01341168,0.001264441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008072979,0.0002143337,0.02138322,0.001229488,0.00009117674,0.000392785,0.001445243,0.005337662,0.008982115,0.01397547,0.2420534,0.7040879],"study_design_scores_gemma":[0.0001153561,0.000101758,0.03833471,0.0007528497,0.00008969079,0.0004689093,0.002084055,0.0163621,0.01821071,0.009859643,0.9134247,0.0001955305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04398105,0.005064062,0.4654064,0.007796788,0.001770698,0.004061832,0.318602,0.0723796,0.08093765],"genre_scores_gemma":[0.1777001,0.005467891,0.4891331,0.001023441,0.001045429,0.002633545,0.2777652,0.01246769,0.03276362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01782329,"threshold_uncertainty_score":0.07847285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403861286089089,"score_gpt":0.1991371885879122,"score_spread":0.1850985757270213,"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."}}