{"id":"W4413366359","doi":"10.1111/test.70008","title":"Education research: Getting started","year":2025,"lang":"en","type":"article","venue":"Teaching Statistics","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Computer science; Psychology; Medical education; Statistics; Mathematics; Medicine","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":[0.004060884,0.0001290422,0.0001932488,0.0003566112,0.0005334954,0.0001080558,0.0002434245,0.00007249395,0.0001246488],"category_scores_gemma":[0.04331377,0.0001282632,0.0000235433,0.0002532516,0.0001255793,0.00004846061,0.00008696361,0.0006889139,0.00004763248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722388,"about_ca_system_score_gemma":0.0007017359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001091711,"about_ca_topic_score_gemma":0.00002513924,"domain_scores_codex":[0.9975918,0.001130061,0.0003710212,0.0002588852,0.0003084938,0.0003397572],"domain_scores_gemma":[0.9889668,0.01007484,0.0001057677,0.0004089125,0.0003786854,0.00006504956],"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":[0.000004476135,0.0001010739,0.0002027924,0.00008820413,0.00001303397,7.112242e-7,0.0009044911,6.938365e-7,0.00007963015,0.5824055,0.3519565,0.06424288],"study_design_scores_gemma":[0.000131442,0.00002298235,0.001176144,0.0001096393,0.00003139257,0.000001917127,0.003269734,0.0004218422,0.000142376,0.9213316,0.07323693,0.0001239382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006791832,0.00009534475,0.9379562,0.0009473142,0.001954512,0.0003140436,0.0001441121,0.0002287565,0.05156789],"genre_scores_gemma":[0.04427679,0.00001427992,0.9261577,0.0003824749,0.0001305597,0.00004882202,0.0000716295,0.00002320015,0.02889455],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3389261,"threshold_uncertainty_score":0.9647448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.373672643390287,"score_gpt":0.5863465332391814,"score_spread":0.2126738898488944,"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."}}