{"id":"W4280647202","doi":"10.36227/techrxiv.19746331.v1","title":"Space Broadband Access: The Race Has Just Begun","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Space (punctuation); Telecommunications; Engineering; Computer science","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":[0.005147979,0.0005494467,0.0005055848,0.0005570878,0.003712133,0.009883172,0.001077073,0.01687324,0.04899246],"category_scores_gemma":[0.02211113,0.0001697152,0.0004843562,0.001009851,0.003910432,0.01106318,0.002380921,0.02045805,0.02666077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002553619,"about_ca_system_score_gemma":0.005825621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006531767,"about_ca_topic_score_gemma":0.009316312,"domain_scores_codex":[0.9960464,0.0005846799,0.0002456585,0.0005882131,0.001997126,0.0005378277],"domain_scores_gemma":[0.9823497,0.005449283,0.0004984491,0.0006555611,0.00788261,0.003164476],"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":[0.00002970011,0.0000101595,0.0001272969,0.00008801817,0.000003433359,0.00008374742,0.0001118173,0.00002232921,0.0001894763,0.01882677,0.9639198,0.01658759],"study_design_scores_gemma":[0.000005649799,0.00001738104,0.0003078012,0.0001139448,0.000003452059,0.00006756435,0.0003014195,0.00003871493,0.00009653277,0.003187893,0.9958473,0.00001233098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004219631,0.0033989,0.0002991879,0.9236619,0.04810761,0.00001060337,0.0001384987,0.0001154964,0.0238458],"genre_scores_gemma":[0.01866566,0.01476049,0.00080996,0.784356,0.08036845,0.00003572883,0.0002304994,0.0002082754,0.100565],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04899246,"threshold_uncertainty_score":0.1638961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116405601723055,"score_gpt":0.3152000485364501,"score_spread":0.2035594883641446,"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."}}