{"id":"W4241051692","doi":"10.31234/osf.io/d254c","title":"Statistical Software Use in Canadian University Courses: Current Trends and Future Directions","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; York University","funders":"","keywords":"Statistical software; Software; Computer science; Statistical analysis; Software analytics; Data science; Software peer review; Software package; Point (geometry); Computational statistics; Software engineering; Statistics; Mathematics education; Software construction; Software development; Psychology; Mathematics; Machine learning; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002562612,0.0001762388,0.0002926023,0.0004863192,0.00006612036,0.00006148622,0.0001203166,0.0002047121,0.0006777766],"category_scores_gemma":[0.001324128,0.0001752618,0.00003316352,0.0001334188,0.00006846508,0.00003739184,0.0001232751,0.0005097677,0.00001036101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003687483,"about_ca_system_score_gemma":0.001050478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1054189,"about_ca_topic_score_gemma":0.5682207,"domain_scores_codex":[0.9989344,0.0002210203,0.0001623781,0.0003276533,0.0001018467,0.0002526832],"domain_scores_gemma":[0.9975192,0.001775707,0.00007357479,0.000302773,0.00009081587,0.0002379568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002032262,0.0001637816,0.06571814,0.0004733125,0.00006643794,0.00002612296,0.002024487,0.0000121057,1.086218e-7,0.5186405,0.2379221,0.1749325],"study_design_scores_gemma":[0.0002638174,0.00001428267,0.2053332,0.0000851327,0.0001085737,0.00000566099,0.001701043,0.0002020895,5.742368e-7,0.04197302,0.7499497,0.0003629209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08258505,0.003489358,0.7518978,0.01329035,0.05884816,0.003190308,0.0511741,0.001373979,0.03415088],"genre_scores_gemma":[0.01227792,0.003946882,0.9556152,0.0001125328,0.0003790203,0.00001507996,0.0009464713,0.00005630146,0.02665066],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5120276,"threshold_uncertainty_score":0.9005382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589250598794959,"score_gpt":0.4094506556704726,"score_spread":0.2505255957909767,"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."}}