{"id":"W6950309916","doi":"10.5281/zenodo.5914211","title":"SuperDARN/pyDARNio: pyDARNio v1.1.1","year":2022,"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":"Initialization; Restructuring; Data conversion","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":[0.002113652,0.002205404,0.00139152,0.00201103,0.001000109,0.00298759,0.004173679,0.001149631,0.1859036],"category_scores_gemma":[0.004197556,0.001889203,0.001370599,0.00329382,0.0005974806,0.003764618,0.003118247,0.002769851,0.2037048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363284,"about_ca_system_score_gemma":0.001409147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005921153,"about_ca_topic_score_gemma":0.004530337,"domain_scores_codex":[0.9988217,0.0001514949,0.00005907784,0.0002468658,0.0005506371,0.0001701647],"domain_scores_gemma":[0.9983595,0.0001740285,0.0001331221,0.00067928,0.0004531523,0.0002007385],"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":[0.0002872246,0.00002002333,0.00117109,0.0003212186,0.00005876491,0.00006920449,0.00009536021,0.001293105,0.002855584,0.003892755,0.967256,0.02267965],"study_design_scores_gemma":[0.0001567321,0.00001773958,0.001620615,0.00005622743,0.00002032214,0.0001075893,0.00002731802,0.002998689,0.007679067,0.003713559,0.9835217,0.00008056274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003334079,0.0003972659,0.07257353,0.0005869194,0.0005216278,0.0001752299,0.3569754,0.4611441,0.1042919],"genre_scores_gemma":[0.02304789,0.0002880735,0.07293269,0.0005666764,0.0002867504,0.0005449788,0.4815627,0.3916339,0.02913642],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1859036,"threshold_uncertainty_score":0.6219095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944016492070101,"score_gpt":0.2435947242270785,"score_spread":0.2141545593063774,"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."}}