{"id":"W6950070266","doi":"10.5281/zenodo.4792463","title":"SuperDARN/pyDARNio: pyDARNio v1.1","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Reading (process); Data conversion; File format; Data format","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":[0.001639863,0.001921284,0.001188878,0.00174133,0.0009459795,0.002696208,0.003150289,0.001000532,0.2181009],"category_scores_gemma":[0.003328367,0.001312046,0.0009285352,0.002811566,0.0005556878,0.003214728,0.003115026,0.002289324,0.2645027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042962,"about_ca_system_score_gemma":0.001281585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005084058,"about_ca_topic_score_gemma":0.003959226,"domain_scores_codex":[0.9990711,0.0001298328,0.00004343548,0.000191266,0.0004189623,0.0001452453],"domain_scores_gemma":[0.9985011,0.0001358615,0.0001053519,0.0005357136,0.0004919774,0.0002300883],"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":[0.0002228372,0.00001614658,0.0005737096,0.0002282234,0.00002684715,0.00005020054,0.00005929821,0.0009846434,0.002168405,0.003117409,0.9666502,0.02590204],"study_design_scores_gemma":[0.0001016123,0.00001544501,0.001038223,0.00005157333,0.00001029672,0.00006798079,0.00002128291,0.002138683,0.00440248,0.003205974,0.988896,0.00005041546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002893328,0.0004210199,0.07918427,0.0007398385,0.0006449667,0.0002695302,0.3293371,0.3881608,0.1983492],"genre_scores_gemma":[0.01916226,0.0003367071,0.07487272,0.0006171939,0.0003687654,0.0006192242,0.5447789,0.3055046,0.0537397],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2181009,"threshold_uncertainty_score":0.7296203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627168085161384,"score_gpt":0.2544664032577275,"score_spread":0.2181947224061136,"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."}}