{"id":"W2141617678","doi":"10.1017/s174392131200124x","title":"A Global Robotic Telescope Network for Time-Domain Science","year":2011,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Telescope; Observatory; Instrumentation (computer programming); Redundancy (engineering); Computer science; Physics; Astronomy; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0003530789,0.000131202,0.0001593449,0.00003551417,0.0001594128,0.00005974299,0.001170081,0.00002042486,0.0002043725],"category_scores_gemma":[0.00002358529,0.00009985379,0.0001696395,0.0002247918,0.0003917173,0.0003039634,0.0004287469,0.0001122081,0.00002256343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123052,"about_ca_system_score_gemma":0.0001241018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004633482,"about_ca_topic_score_gemma":3.313882e-7,"domain_scores_codex":[0.998798,0.000005216935,0.000247648,0.0002801381,0.0002915185,0.0003775141],"domain_scores_gemma":[0.9993166,0.00003013757,0.0001790052,0.0000879254,0.0002812204,0.0001051044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000350032,0.0004612451,0.4205439,0.000006888973,0.0001641029,2.651918e-8,0.00007617069,0.0009882487,0.01452133,0.5239314,0.002415424,0.03654125],"study_design_scores_gemma":[0.003349643,0.000738823,0.5765803,0.0003523729,0.0001077785,0.000001877072,0.0008127784,0.02862663,0.1662419,0.2174131,0.004912218,0.0008625782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377965,0.000002205394,0.04268335,0.0003575049,0.0002593706,0.0003856359,0.00004576128,0.00001528995,0.01845442],"genre_scores_gemma":[0.9719786,4.28086e-8,0.02711762,0.000009614653,0.0005293725,0.00003629185,0.000005577906,0.00000894867,0.0003139534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3065183,"threshold_uncertainty_score":0.4071919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310269273122271,"score_gpt":0.2501445402530391,"score_spread":0.2370418475218164,"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."}}