{"id":"W4297229248","doi":"10.3389/fspas.2022.1009450","title":"AuroraX, PyAuroraX, and aurora-asi-lib: A user-friendly auroral all-sky imager analysis framework","year":2022,"lang":"en","type":"article","venue":"Frontiers in Astronomy and Space Sciences","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Goddard Space Flight Center; University of Alberta; University of Calgary","keywords":"Python (programming language); Cyberinfrastructure; Physics; Computer science; Context (archaeology); Remote sensing; Data science; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002638581,0.001895934,0.001124454,0.002385264,0.001140748,0.003965766,0.004223023,0.0009774505,0.0267058],"category_scores_gemma":[0.005493907,0.00152649,0.002836027,0.001535975,0.00163421,0.005294404,0.006654297,0.003712154,0.02183586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025189,"about_ca_system_score_gemma":0.002204031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006270939,"about_ca_topic_score_gemma":0.007406112,"domain_scores_codex":[0.9984772,0.000177495,0.0001105392,0.0003407691,0.0006653771,0.0002286648],"domain_scores_gemma":[0.9985425,0.0003651029,0.0001496028,0.0004501354,0.0002736146,0.0002189833],"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":[0.001681527,0.0003614715,0.01786943,0.001786839,0.0008981701,0.001527297,0.002520671,0.01555318,0.0360018,0.05576285,0.6200389,0.2459979],"study_design_scores_gemma":[0.0003599041,0.0001439849,0.01096243,0.0003313244,0.0001477765,0.001116077,0.0005056807,0.172743,0.05504109,0.07249273,0.6856051,0.0005509046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00439574,0.000410547,0.3620144,0.0004043533,0.0001485892,0.0002558205,0.01248971,0.6091116,0.01076918],"genre_scores_gemma":[0.101477,0.0008313907,0.611192,0.001432641,0.0002600187,0.001400564,0.05722496,0.2090835,0.01709791],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.0267058,"threshold_uncertainty_score":0.08933979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004924384743705572,"score_gpt":0.2270730383290331,"score_spread":0.2221486535853276,"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."}}