{"id":"W3209063833","doi":"10.5281/zenodo.4558130","title":"SuperDARN/pydarn: pyDARNio v2.0.1","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":[0.002193416,0.002122087,0.001615633,0.001951721,0.0009792546,0.003628466,0.004649736,0.001070585,0.2432996],"category_scores_gemma":[0.006610845,0.0022923,0.001986433,0.003232419,0.000640331,0.004765076,0.003577576,0.003862725,0.2177302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007883,"about_ca_system_score_gemma":0.001647493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006728644,"about_ca_topic_score_gemma":0.004466077,"domain_scores_codex":[0.9991327,0.000142348,0.00006568024,0.0001823867,0.0003352151,0.0001418513],"domain_scores_gemma":[0.9980907,0.0003157501,0.0001348231,0.0005649781,0.0006744346,0.0002193741],"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":[0.0002131309,0.00001979169,0.00116919,0.0004025115,0.0000517217,0.00007156114,0.0001168485,0.001678726,0.001172213,0.003972413,0.9708872,0.02024471],"study_design_scores_gemma":[0.0002351245,0.00002125592,0.001817571,0.0001311168,0.00002875328,0.0001368267,0.00005416839,0.005541939,0.004812926,0.007429164,0.979673,0.0001180932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002506008,0.000421469,0.08752095,0.0006008036,0.000839416,0.0001583289,0.2423198,0.5944452,0.07118799],"genre_scores_gemma":[0.01825152,0.0004017441,0.07398794,0.0005167872,0.0002461426,0.0005303404,0.2452978,0.6388136,0.02195422],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2432996,"threshold_uncertainty_score":0.8139184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176876566245876,"score_gpt":0.2107670603553935,"score_spread":0.1889982946929347,"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."}}