{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003640628,0.0007700209,0.001107088,0.002894321,0.001970956,0.007247896,0.002013242,0.002770086,0.004060408],"category_scores_gemma":[0.00737896,0.0007350032,0.001558675,0.002805428,0.0131824,0.01595143,0.003118039,0.004828024,0.001282909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0027395,"about_ca_system_score_gemma":0.001443341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005323813,"about_ca_topic_score_gemma":0.001849753,"domain_scores_codex":[0.9976928,0.0008512755,0.00009972521,0.0006260806,0.000573233,0.0001569288],"domain_scores_gemma":[0.9950467,0.002690347,0.0002719661,0.001216823,0.0005078279,0.0002663294],"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":[0.000005105233,0.00000593653,0.0004314558,0.00006015885,0.00001621992,0.00003416107,0.000213096,0.001590969,0.0001025015,0.9877806,0.002193224,0.007566688],"study_design_scores_gemma":[0.000003581702,0.000004976614,0.000262912,0.00003488641,0.000006829305,0.00005414074,0.00004465991,0.003936404,0.00006917121,0.9813089,0.01426519,0.000008243136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01498603,0.0223714,0.8351414,0.03206958,0.001115361,0.0000905839,0.0009517705,0.0008581355,0.09241576],"genre_scores_gemma":[0.5912561,0.01957336,0.3496291,0.0100617,0.003705618,0.0005819018,0.001496532,0.0005507731,0.02314486],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007247896,"threshold_uncertainty_score":0.0198766,"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."}}