{"id":"W6910469466","doi":"10.48550/arxiv.0810.3851","title":"Astronomical imaging: The theory of everything","year":2008,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Calibration; Pixel; Sky; Homogeneous; Generative model; Image (mathematics); Generative grammar; Statistical model","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":[0.0002637543,0.0001937256,0.0002399061,0.00006970025,0.0001544113,0.00003595864,0.0007660404,0.00005895957,0.0001557362],"category_scores_gemma":[0.000008385702,0.0001609874,0.0002719177,0.000154832,0.0003738381,0.0001445029,0.0005329596,0.0004408617,0.00004677268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003727949,"about_ca_system_score_gemma":0.0002433558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003234138,"about_ca_topic_score_gemma":0.000001692809,"domain_scores_codex":[0.9989532,0.0001311967,0.0001635413,0.000435446,0.00006220298,0.0002544154],"domain_scores_gemma":[0.9989552,0.00012304,0.0002327775,0.0005582744,0.0000500428,0.0000806926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001638261,0.000155999,0.3252136,0.0000159276,0.0002299653,0.00001964654,0.0008274785,0.2256031,0.0001456769,0.443931,0.001625905,0.002067792],"study_design_scores_gemma":[0.00332822,0.0001247857,0.06998818,0.0004185072,0.0008318382,0.00000570089,0.01506338,0.2054196,0.003749894,0.6916761,0.007013249,0.00238052],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605077,0.00002287007,0.02815373,0.0001069391,0.0004631816,0.0001701737,0.00002941721,0.00002529146,0.01052072],"genre_scores_gemma":[0.9987062,0.000009646819,0.00005401102,0.00002590814,0.0002979585,5.329533e-7,0.00001442166,0.00001146351,0.0008798146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2552255,"threshold_uncertainty_score":0.6564874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05763700711332004,"score_gpt":0.1884096369738499,"score_spread":0.1307726298605298,"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."}}