{"id":"W2624352784","doi":"10.3138/jvme.1015-162r1","title":"Robust (and Ethical) Educational Research Designs","year":2017,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Engineering ethics; Educational research; Research design; Medical education; Psychology; Management science; Computer science; Mathematics education; Medicine; Sociology; Engineering; Social science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4724408,0.002326138,0.003281646,0.003116775,0.004326995,0.006318699,0.004500385,0.007456644,0.007306028],"category_scores_gemma":[0.6037161,0.002017054,0.003033923,0.003725815,0.01078459,0.006093015,0.006366442,0.007541082,0.002876012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003373792,"about_ca_system_score_gemma":0.01237266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007842694,"about_ca_topic_score_gemma":0.001104468,"domain_scores_codex":[0.3476517,0.5689177,0.03163085,0.01410662,0.03459334,0.003099831],"domain_scores_gemma":[0.3746597,0.3900135,0.03867961,0.1556858,0.03761978,0.003341636],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01048256,0.002503938,0.01290785,0.01328839,0.002825983,0.00105418,0.01561457,0.009802251,0.005112668,0.5914509,0.02218117,0.3127755],"study_design_scores_gemma":[0.01241726,0.01567528,0.01181495,0.01193865,0.002054307,0.001545643,0.00497625,0.01962351,0.01462312,0.702629,0.2019973,0.0007048234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01249312,0.00187862,0.8751822,0.005655689,0.001884396,0.08895863,0.000692775,0.0004488762,0.01280569],"genre_scores_gemma":[0.07716201,0.0008013501,0.7045846,0.003124567,0.0004385157,0.2121555,0.0002693401,0.0001035638,0.001360565],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5275592,"threshold_uncertainty_score":0.6505744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3885577886612627,"score_gpt":0.537820199042098,"score_spread":0.1492624103808353,"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."}}