{"id":"W3154165355","doi":"10.48550/arxiv.2104.05733","title":"Report on Mega-Constellations to the Government of Canada and the Canadian Space Agency","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constellation; Agency (philosophy); Government (linguistics); Space (punctuation); Sustainability; Mega-; Political science; Sustainable development; Public relations; Public administration; Environmental resource management; Environmental planning; Business; Geography; Sociology; Computer science; Economics; Law; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002671432,0.0001257666,0.0001666285,0.0000251405,0.0003103287,0.00006441069,0.0003077687,0.00003793712,0.0001230803],"category_scores_gemma":[0.00002607645,0.0000892672,0.00007737729,0.0002142722,0.0001137301,0.00003298216,0.0001924634,0.000212718,0.000001336774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025707,"about_ca_system_score_gemma":0.002380398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9693264,"about_ca_topic_score_gemma":0.9815404,"domain_scores_codex":[0.9991195,0.00007256872,0.0001230511,0.0003365093,0.0001550981,0.0001932236],"domain_scores_gemma":[0.9989881,0.0000886815,0.0001442336,0.0005490094,0.00005570587,0.0001742722],"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":[0.00009829285,0.00004313117,0.1503587,0.00001625399,0.0003106453,0.0003178545,0.001486543,0.3993375,0.00001680245,0.4390213,0.008297727,0.0006952318],"study_design_scores_gemma":[0.01000592,0.0003579858,0.4727594,0.001752569,0.002900222,0.00005185757,0.08081254,0.1082693,0.006024458,0.09409383,0.2166915,0.006280491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924308,0.00001166283,0.0006343676,0.003277348,0.0005178711,0.0003526253,0.00008113727,0.000003416109,0.07081357],"genre_scores_gemma":[0.9961768,0.000005086902,0.00001191114,0.0001187796,0.00009391295,9.415303e-7,0.000008175497,0.000004791244,0.003579613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3449275,"threshold_uncertainty_score":0.4222724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312369632759278,"score_gpt":0.172392461002307,"score_spread":0.1392687646747143,"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."}}