{"id":"W4396879174","doi":"10.1109/fnwf58287.2023.10520529","title":"INGR Roadmap Satellite Chapter","year":2023,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Carleton University","funders":"Agencia Estatal de Investigación; National Research Council Canada; Ministerio de Ciencia e Innovación","keywords":"Computer science; Telecommunications; Satellite; Communications satellite; Constellation; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001339665,0.00007096246,0.00007665344,0.0001009314,0.0000228678,0.00002612814,0.0001768034,0.00003805292,0.0002398713],"category_scores_gemma":[0.000007134291,0.00006784544,0.00002827607,0.0002396181,0.00001019716,0.00007018533,0.00004093385,0.00006024252,0.00883578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001585743,"about_ca_system_score_gemma":0.000001527584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000070381,"about_ca_topic_score_gemma":0.000006989265,"domain_scores_codex":[0.9995407,0.000009648863,0.0001495563,0.0000724261,0.00008633365,0.0001412597],"domain_scores_gemma":[0.9994532,0.00004411314,0.00000833021,0.0004350639,0.00001743271,0.00004183374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007196619,0.00002142022,0.02210075,0.0002955957,0.0002235022,0.00003078844,0.007112298,0.006477215,0.05847783,0.08914446,0.01095822,0.8051507],"study_design_scores_gemma":[0.00008316722,0.000003504224,0.00971217,0.00001599879,0.000001602851,0.000003618698,0.0001588458,0.01067291,0.004273218,0.0002312252,0.9746929,0.0001508807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08245078,0.003884459,0.0007771337,0.00035546,0.0007921533,0.0002167218,0.000002629793,0.006320124,0.9052005],"genre_scores_gemma":[0.9934037,0.002033227,0.0003000347,0.00005186244,0.0000481064,0.00001393711,0.0000093255,0.00003030379,0.004109525],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9637346,"threshold_uncertainty_score":0.991936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401940801889475,"score_gpt":0.2293404862717373,"score_spread":0.1953210782528426,"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."}}