{"id":"W3165851355","doi":"10.31234/osf.io/76w2p","title":"Student Attitudes Toward Learning Statistics with R","year":2019,"lang":"en","type":"article","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Toronto Metropolitan University","funders":"","keywords":"Statistics; Psychology; Statistics education; Descriptive statistics; Feeling; Mathematics education; Social psychology; Mathematics","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":[0.008106434,0.0002971797,0.0004482575,0.001275372,0.00109136,0.00324121,0.0006201406,0.0009243843,0.005937587],"category_scores_gemma":[0.03055748,0.0003089601,0.0006213052,0.0006374497,0.001314615,0.001260879,0.002078016,0.00207076,0.001342712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007444524,"about_ca_system_score_gemma":0.001027935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324658,"about_ca_topic_score_gemma":0.001432374,"domain_scores_codex":[0.9943118,0.001600735,0.0003929591,0.0004243731,0.002708918,0.0005612524],"domain_scores_gemma":[0.9597937,0.01260018,0.00969943,0.001596338,0.007936938,0.008373385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000627412,0.001654419,0.8011987,0.0003364058,0.000145577,0.0008395372,0.07771195,0.0006577319,0.01127227,0.001895366,0.004820066,0.09884056],"study_design_scores_gemma":[0.00006019151,0.003709934,0.8764524,0.0003023635,0.000127648,0.00193151,0.08308846,0.002054083,0.004153266,0.002039215,0.02582977,0.000251134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950652,0.000121354,0.0005576193,0.0007835646,0.00002698499,0.00003388969,0.00004170014,0.00003493293,0.003334874],"genre_scores_gemma":[0.9957774,0.0002020893,0.0007695599,0.0006871931,0.00002926226,0.0000397322,0.00005030616,0.00001700321,0.002427406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008106434,"threshold_uncertainty_score":0.04287148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967071083925318,"score_gpt":0.4671813078973002,"score_spread":0.2704741995047684,"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."}}