{"id":"W4377138803","doi":"10.3390/su15108246","title":"LearningRlab: Educational R Package for Statistics in Computer Science Engineering","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Bachelor; Mathematics education; Bachelor degree; Process (computing); Computer science; Degree (music); Engineering education; Statistics education; Descriptive statistics; Statistics; Mathematics; Engineering management; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002537494,0.00008923733,0.00014152,0.000247902,0.0001077151,0.00004388471,0.0001696892,0.00003348315,0.00004131434],"category_scores_gemma":[0.05423636,0.00009065049,0.00002351675,0.0006673277,0.0001689474,0.00006591166,0.00007412519,0.0001037713,0.000009949066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005425233,"about_ca_system_score_gemma":0.001141344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001239831,"about_ca_topic_score_gemma":0.000006710881,"domain_scores_codex":[0.9989228,0.0000625715,0.0002307645,0.0002610642,0.0001715311,0.0003512656],"domain_scores_gemma":[0.9934651,0.005448472,0.00005479345,0.0002544391,0.0007143867,0.00006278059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001153231,0.0000996847,0.01062327,0.0005386385,0.000004133542,0.000001741179,0.002108001,0.0007753836,0.00007445387,0.9642037,0.01189959,0.009659891],"study_design_scores_gemma":[0.0001784787,0.00003074942,0.1193656,0.000008190317,0.000004474869,8.948946e-7,0.0005733113,0.01280749,0.0001919616,0.8652661,0.00145713,0.0001156947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1717472,0.000004276028,0.8253418,0.001421586,0.0007520355,0.0005117481,0.0000774244,0.0001176745,0.00002628807],"genre_scores_gemma":[0.3466761,0.000002061359,0.6520035,0.00003097863,0.0001150221,0.0001685641,0.00003725168,0.00001724583,0.0009491926],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.174929,"threshold_uncertainty_score":0.9537302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08439963882511822,"score_gpt":0.4413527386318158,"score_spread":0.3569530998066976,"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."}}