{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004895576,0.0002810388,0.0003058937,0.00009999731,0.0002111953,0.000615996,0.002728054,0.0001707829,0.002771226],"category_scores_gemma":[0.0000396552,0.0002225411,0.0001318178,0.0002311551,0.00006212349,0.00009931403,0.002972669,0.001149937,0.0001957813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002078451,"about_ca_system_score_gemma":0.00006543806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003867767,"about_ca_topic_score_gemma":0.00009969562,"domain_scores_codex":[0.9986199,0.0001750435,0.0003710485,0.0002803572,0.0003253234,0.0002283047],"domain_scores_gemma":[0.9967265,0.0002895533,0.00009766725,0.002776863,0.00005086885,0.00005857856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000181164,0.00007711876,0.004148655,0.001603961,0.0009042583,0.00001429179,0.01243152,0.5174102,0.0005810803,0.003841799,0.4445479,0.01442107],"study_design_scores_gemma":[0.0001014057,0.000002836158,0.001106332,0.00004703023,0.00002571698,0.000006675605,0.0008243223,0.008708582,0.000450643,0.0001713551,0.9882477,0.0003074096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0193952,0.1040825,0.01134026,0.01178717,0.009535816,0.002928546,0.000112542,0.004104783,0.8367132],"genre_scores_gemma":[0.9685532,0.007514774,0.0009192553,0.0002475357,0.0004486005,0.0007025474,0.0001494552,0.000178841,0.0212858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.949158,"threshold_uncertainty_score":0.9981404,"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."}}