{"id":"W2904473038","doi":"10.31701/itsnt2018.12","title":"Low-cost high-precision GNSS: challenges and opportunities","year":2018,"lang":"en","type":"preprint","venue":"","topic":"GNSS positioning and interference","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"GNSS applications; Computer science; Remote sensing; Global Positioning System; Telecommunications; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003248351,0.0008962341,0.0009059237,0.0007697465,0.0007110707,0.003852341,0.001765711,0.002590531,0.01311984],"category_scores_gemma":[0.004723092,0.0003723815,0.0002195808,0.001339305,0.0019751,0.004861766,0.001987679,0.002092915,0.005521035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201798,"about_ca_system_score_gemma":0.001466208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330803,"about_ca_topic_score_gemma":0.002344978,"domain_scores_codex":[0.9985393,0.0002434469,0.00002968221,0.0002154895,0.0008176558,0.0001544428],"domain_scores_gemma":[0.9960311,0.001500245,0.0001648652,0.0003556533,0.001677561,0.0002705278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004402128,0.0001398634,0.005729028,0.001603452,0.00008955416,0.0003268858,0.0004090233,0.02180057,0.03259672,0.1571861,0.05634903,0.7233295],"study_design_scores_gemma":[0.00005413117,0.0004512136,0.006816983,0.0006530322,0.00007807968,0.001111794,0.001878973,0.06818554,0.02542182,0.2577448,0.6374838,0.0001198425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.08325243,0.1086569,0.5188706,0.1205125,0.006608357,0.0001182774,0.0008250927,0.002541807,0.1586141],"genre_scores_gemma":[0.6798084,0.06301638,0.1467957,0.006691494,0.008793699,0.0001302686,0.001434309,0.0006892475,0.09264055],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01311984,"threshold_uncertainty_score":0.04389024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07541667748625233,"score_gpt":0.2523996642784212,"score_spread":0.1769829867921689,"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."}}