{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01900517,0.002241387,0.001811781,0.003189337,0.0005371008,0.002609851,0.002205034,0.001203064,0.03666797],"category_scores_gemma":[0.1389436,0.001263768,0.002413203,0.003180949,0.001131417,0.002259094,0.003006982,0.003032081,0.02641774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007229879,"about_ca_system_score_gemma":0.004560183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199748,"about_ca_topic_score_gemma":0.001636363,"domain_scores_codex":[0.9841408,0.009817028,0.001080033,0.001575247,0.00277159,0.0006154476],"domain_scores_gemma":[0.8482928,0.1240437,0.00847506,0.01196959,0.006095095,0.001123783],"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":[0.002526518,0.0004581904,0.03031386,0.005900577,0.002858388,0.0007034895,0.0009730849,0.01099536,0.01027896,0.01947013,0.6091259,0.3063955],"study_design_scores_gemma":[0.002245876,0.002048828,0.05477658,0.00204696,0.001659861,0.002173968,0.0003680244,0.08237353,0.03527434,0.05279537,0.7636695,0.0005670583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01308391,0.001403193,0.7519251,0.002324074,0.0009763849,0.001624404,0.0481351,0.1709456,0.009582349],"genre_scores_gemma":[0.09422573,0.001122059,0.7947106,0.00198309,0.0004440133,0.01259982,0.02785096,0.0578254,0.009238205],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03666797,"threshold_uncertainty_score":0.1226666,"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."}}