{"id":"W4412108213","doi":"10.1080/26939169.2025.2527332","title":"“It Took a Village” - Stories from Students in the Social Sciences About Learning Quantitative Methods","year":2025,"lang":"en","type":"article","venue":"Journal of Statistics and Data Science Education","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Mathematics education; Sociology; Social science; Pedagogy; Psychology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01067334,0.00008515483,0.0001936005,0.0003070523,0.0006277864,0.0004734019,0.001082455,0.00002708994,0.00002015252],"category_scores_gemma":[0.02614245,0.00005823016,0.00001165811,0.0007251977,0.000809388,0.0004909356,0.0001788049,0.0002219078,6.587519e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006884744,"about_ca_system_score_gemma":0.00217073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001120545,"about_ca_topic_score_gemma":0.00006761824,"domain_scores_codex":[0.9980953,0.0005599256,0.0004458169,0.0002150773,0.0005333811,0.0001504741],"domain_scores_gemma":[0.9922125,0.006705418,0.0004640661,0.000182485,0.000404413,0.00003116091],"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":[0.00002420295,0.0003288688,0.009425608,0.00004338336,0.00002116042,0.000001396329,0.03967732,0.000004687339,0.0002954213,0.8256178,0.07609151,0.04846864],"study_design_scores_gemma":[0.0003172116,0.000192979,0.1364666,0.000190006,0.0001164166,0.000009570296,0.2117346,0.0008826285,0.00008731127,0.6193428,0.03049928,0.0001605687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08500699,0.0007525455,0.905207,0.003470769,0.003229124,0.0002093197,0.0002529139,0.00000651357,0.00186486],"genre_scores_gemma":[0.04080273,0.0003468462,0.9580896,0.0004597503,0.00009834265,0.000003560137,0.00001479036,0.0000031987,0.0001811677],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.206275,"threshold_uncertainty_score":0.9820608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3891498181216632,"score_gpt":0.6317985061937729,"score_spread":0.2426486880721097,"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."}}