{"id":"W6950151708","doi":"10.5281/zenodo.7615720","title":"SuperDARN/pyDARNio: pyDARNio v1.2.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Minor (academic); Field (mathematics); Elevation (ballistics); Major and minor; Flexibility (engineering)","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":[0.001662058,0.00247033,0.001722931,0.001679849,0.0008959579,0.003089516,0.004371469,0.001401472,0.2708383],"category_scores_gemma":[0.005335,0.001828931,0.001593295,0.002487278,0.0004972135,0.004146208,0.003322638,0.003144825,0.2648944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008536503,"about_ca_system_score_gemma":0.0009081335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004276963,"about_ca_topic_score_gemma":0.003308938,"domain_scores_codex":[0.9991866,0.0001286757,0.00006136782,0.0001798812,0.0003281722,0.0001153332],"domain_scores_gemma":[0.9984069,0.000225332,0.0001223609,0.000582172,0.0004561444,0.0002070063],"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":[0.0001369355,0.00001434154,0.0006780082,0.0002789132,0.00004443364,0.00005586589,0.00006996469,0.00078897,0.00146828,0.002049722,0.974001,0.0204135],"study_design_scores_gemma":[0.0001794721,0.00001858544,0.001374841,0.00008972572,0.00002387588,0.0001425848,0.00003130133,0.004970121,0.004975394,0.004502342,0.9836041,0.0000875524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002280712,0.0005537608,0.1188487,0.0007380274,0.0009753221,0.0001359494,0.2547168,0.5629107,0.05884009],"genre_scores_gemma":[0.01454559,0.0003395586,0.07178242,0.0005940246,0.0003421195,0.0004312648,0.2787352,0.6067101,0.02651965],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2708383,"threshold_uncertainty_score":0.9060444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0240225393543227,"score_gpt":0.2064884021290774,"score_spread":0.1824658627747547,"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."}}