{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01416475,0.00116596,0.0007058756,0.0008265824,0.007955147,0.004391044,0.001497458,0.003038244,0.002635407],"category_scores_gemma":[0.04985628,0.0008273137,0.0006949141,0.0007924935,0.01082891,0.005261311,0.005912428,0.008793694,0.0006251602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813439,"about_ca_system_score_gemma":0.001935496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002420834,"about_ca_topic_score_gemma":0.004226666,"domain_scores_codex":[0.9803934,0.01596023,0.0004448906,0.000707372,0.00157723,0.0009169928],"domain_scores_gemma":[0.952149,0.0350099,0.003677529,0.001027914,0.003160216,0.004975393],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006234435,0.00004645024,0.002381075,0.0001537419,0.00001113372,0.00129521,0.9838414,0.00006297851,0.00128877,0.002274807,0.00379097,0.004791211],"study_design_scores_gemma":[0.000007200917,0.0002027025,0.002805811,0.000243111,0.00001206238,0.001542342,0.9282532,0.0001854076,0.001365408,0.001274253,0.06405735,0.00005114351],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224315,0.001255993,0.01508459,0.04064704,0.0008342565,0.0003261343,0.0003090903,0.0001411734,0.01897014],"genre_scores_gemma":[0.9790685,0.001193982,0.003978403,0.006233102,0.0002484221,0.0002364417,0.0001054598,0.0001104036,0.008825303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9858353,"threshold_uncertainty_score":0.0749113,"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."}}