{"id":"W4406929063","doi":"10.1016/j.telpol.2025.102912","title":"Assessing the impacts of low-earth orbital satellite systems in remote indigenous communities: Social and economic outcomes of use in northern Canada","year":2025,"lang":"en","type":"article","venue":"Telecommunications Policy","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada); Native Women's Association of Canada; University of Alberta","funders":"Indigenous Services Canada","keywords":"Indigenous; Satellite; Remote sensing; Economic impact analysis; Earth observation; Natural resource economics; Business; Geography; Economics; Ecology; Astronomy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001740003,0.00007822164,0.0002013776,0.0001977972,0.0001481114,0.0000573041,0.0002148818,0.00002844808,0.000002662184],"category_scores_gemma":[0.0000121392,0.00006656128,0.0000266778,0.000252526,0.00009673504,0.0001890227,0.00007815398,0.0001358884,4.181731e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001312473,"about_ca_system_score_gemma":0.0009121758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9453728,"about_ca_topic_score_gemma":0.9521868,"domain_scores_codex":[0.9992235,0.0001981155,0.0003659861,0.00004906487,0.00004668956,0.0001166053],"domain_scores_gemma":[0.999059,0.0003037395,0.0002003676,0.0003800541,0.00004150637,0.00001533355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002621764,0.00004349738,0.9778401,0.00001783216,0.00003787973,4.292409e-8,0.007642184,0.001308358,0.00005962383,0.009600126,0.000007875711,0.003439887],"study_design_scores_gemma":[0.0002867726,0.000003370946,0.9828428,0.00005489315,0.000005541191,1.819102e-7,0.01474421,0.001480238,0.00006608232,0.0002993014,0.0001578315,0.00005879052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975819,0.0001379047,0.00003256407,0.0009200755,0.0000234056,0.0002051444,0.00002701507,0.000004162937,0.001067849],"genre_scores_gemma":[0.9997144,0.00003116897,0.00009467433,0.00002522087,0.00001449279,0.000006695411,0.00004936302,0.000006518455,0.00005747056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009300825,"threshold_uncertainty_score":0.271429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586063433712834,"score_gpt":0.3174182552184247,"score_spread":0.2915576208812964,"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."}}