{"id":"W4377018795","doi":"10.1109/mcom.2023.10129039","title":"Global Communications Newsletter","year":2023,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Latin Americans; Privilege (computing); Globe; Library science; Geography; Political science; Computer science; Law","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":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004715334,0.0002546283,0.0002759399,0.0002470298,0.0003793444,0.0001154192,0.005382827,0.0001346484,0.00005930644],"category_scores_gemma":[0.00006142552,0.0002919456,0.0001217123,0.002485028,0.0003472886,0.0002720788,0.0009423692,0.0003501905,0.01097434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257735,"about_ca_system_score_gemma":0.00003476519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002603831,"about_ca_topic_score_gemma":0.0003043259,"domain_scores_codex":[0.998239,0.0002787157,0.0006361767,0.0001983336,0.000241482,0.0004062877],"domain_scores_gemma":[0.9870291,0.0004301277,0.00008381488,0.01214348,0.0001734047,0.0001400196],"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":[0.00001076087,0.0003097521,0.01512789,0.0001808148,0.0004358333,0.000007630889,0.001666219,0.006077847,0.0112033,0.02645121,0.8544278,0.08410095],"study_design_scores_gemma":[0.0002858011,0.000008588286,0.01095749,0.00004543687,0.00002117687,0.00002024121,0.00009853004,0.05760815,0.00006480888,0.0008606856,0.9297033,0.0003257839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02383057,0.03304718,0.01072784,0.0455888,0.003875135,0.002446265,0.0006234604,0.02153095,0.8583298],"genre_scores_gemma":[0.9660563,0.01875691,0.01166345,0.0005401652,0.0001470391,0.0005004518,0.0006685775,0.0001040561,0.00156307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9422257,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06768706274057201,"score_gpt":0.3112025061175672,"score_spread":0.2435154433769952,"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."}}