{"id":"W4287231188","doi":"10.48550/arxiv.2104.05733","title":"Report on Mega-Constellations to the Government of Canada and the\\n Canadian Space Agency","year":2021,"lang":"","type":"preprint","venue":"arXiv (Cornell University)","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constellation; Agency (philosophy); Government (linguistics); Space (punctuation); Mega-; Sustainability; Political science; Sustainable development; Public relations; Public administration; Environmental planning; Environmental resource management; Business; Geography; Sociology; Computer science; Economics; Law; Ecology; Social science","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":[0.004190722,0.001342898,0.0007212452,0.003345886,0.01067137,0.007171726,0.003684967,0.004813166,0.04067122],"category_scores_gemma":[0.008527712,0.0009517006,0.001222603,0.005614124,0.00154487,0.002299306,0.002453022,0.004635765,0.0100259],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07841534,"about_ca_system_score_gemma":0.4127458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9939834,"about_ca_topic_score_gemma":0.9939833,"domain_scores_codex":[0.987846,0.0002996079,0.0001992248,0.0003186501,0.00938343,0.001953197],"domain_scores_gemma":[0.9795775,0.0004911766,0.0002461539,0.0003524614,0.0172199,0.002112754],"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":[0.00002146822,0.00002279134,0.0006400324,0.0001328713,0.000009728058,0.00008056823,0.0002063367,0.0003061753,0.0001882871,0.009730143,0.9729124,0.01574936],"study_design_scores_gemma":[0.000006628675,0.000005957242,0.00223801,0.0001176644,0.000009303505,0.00001688358,0.0004275099,0.0001031363,0.0001367467,0.0004090468,0.9965024,0.00002671109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006275441,0.01616912,0.003463714,0.1132578,0.009995658,0.001825476,0.07011389,0.001981356,0.7769175],"genre_scores_gemma":[0.03398052,0.02385622,0.01014853,0.02162102,0.0006527815,0.000678933,0.03775485,0.0006577307,0.8706495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9215847,"threshold_uncertainty_score":0.5689458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03424842278228557,"score_gpt":0.1709511618931549,"score_spread":0.1367027391108693,"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."}}