{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004478699,0.001312992,0.0007548371,0.003538234,0.01178835,0.00750345,0.003621188,0.004720593,0.03611695],"category_scores_gemma":[0.01002917,0.0008792074,0.001167518,0.006487,0.001648796,0.002235147,0.002501446,0.004654606,0.00834047],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08794637,"about_ca_system_score_gemma":0.4344201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995282,"about_ca_topic_score_gemma":0.9952585,"domain_scores_codex":[0.9877914,0.0003230224,0.0002159774,0.0003200816,0.009428852,0.001920631],"domain_scores_gemma":[0.975333,0.0005978454,0.0002513895,0.0004017058,0.0211756,0.002240526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001796246,0.00001617144,0.0005495219,0.00009160188,0.000007966813,0.00007379816,0.0001914584,0.0002645368,0.0001403576,0.01201185,0.9738666,0.01276816],"study_design_scores_gemma":[0.000005657939,0.000004109707,0.002000588,0.0001080028,0.000009491238,0.00001763301,0.0004156037,0.0001065106,0.0001216091,0.0004885228,0.9966964,0.00002588338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005741914,0.01815503,0.003591112,0.1410739,0.0111991,0.001424822,0.06700604,0.001785584,0.7500226],"genre_scores_gemma":[0.04162419,0.02533004,0.0125713,0.02524426,0.000786507,0.0005962874,0.03686788,0.0007850649,0.8561944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9120536,"threshold_uncertainty_score":0.6380986,"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."}}