{"id":"W4404151364","doi":"10.2139/ssrn.5012799","title":"Assessing the Impacts of Low-Earth Orbital Satellite Systems in Remote Indigenous Communities: Social and Economic Outcomes of Use in Northern Canada","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Indigenous; Geography; Satellite; Remote sensing; Earth observation; Natural resource economics; Economics; Ecology; Physics; Astronomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007579163,0.0003045645,0.00035688,0.001172343,0.004973238,0.002989969,0.001373298,0.0006411002,0.002822479],"category_scores_gemma":[0.002792759,0.0002135806,0.0004049481,0.003351591,0.002326234,0.0008124068,0.002400889,0.0009068509,0.0002173495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05189828,"about_ca_system_score_gemma":0.04953665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9978665,"about_ca_topic_score_gemma":0.999047,"domain_scores_codex":[0.9989292,0.0001475829,0.00002574712,0.00008350711,0.0002205992,0.0005933648],"domain_scores_gemma":[0.9975082,0.0003311258,0.0002871384,0.00006535456,0.0009008867,0.0009072566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004068791,0.0003900604,0.9341057,0.00009825819,0.0001159291,0.0005760769,0.03283362,0.00206686,0.0007962942,0.002959179,0.001606963,0.02404424],"study_design_scores_gemma":[0.00001428764,0.00007441158,0.8937741,0.00006125105,0.00004212478,0.00004159376,0.1016366,0.001404137,0.0002293383,0.0003192688,0.002370833,0.00003199713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975023,0.00009809,0.00002611519,0.0001787544,0.000001880602,0.00001328772,0.0002554209,0.000001693043,0.001922399],"genre_scores_gemma":[0.9979606,0.0001915798,0.00006944326,0.00003428841,0.000001298738,0.000008239904,0.0001700627,0.000002261197,0.001562258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05189828,"threshold_uncertainty_score":0.3765502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649957442698021,"score_gpt":0.2691396076801852,"score_spread":0.2526400332532051,"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."}}