{"id":"W3040283398","doi":"10.17759/psyedu.2020120201","title":"How Results are Created: Methodological Approaches to the Design of Educational Outcomes","year":2020,"lang":"en","type":"article","venue":"Psychological-Educational Studies","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Terminology; Curriculum; Competence (human resources); Subject (documents); Outcome-based education; Outcome (game theory); National curriculum; Mathematics education; Management science; Computer science; Medical education; Pedagogy; Engineering ethics; Psychology; Engineering; Medicine; Library science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5294133,0.002475663,0.003456975,0.01367232,0.006128872,0.02421041,0.005952469,0.004726621,0.004756834],"category_scores_gemma":[0.5975726,0.001741931,0.004071319,0.01232998,0.03259659,0.01847567,0.01046239,0.008760708,0.001020954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01122025,"about_ca_system_score_gemma":0.01629246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001866242,"about_ca_topic_score_gemma":0.001938435,"domain_scores_codex":[0.2976394,0.6514705,0.02089415,0.01021516,0.01828949,0.001491301],"domain_scores_gemma":[0.3106811,0.5836804,0.02068969,0.05782338,0.02528714,0.001838307],"domain_codex":"methods","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":[0.0002877534,0.0002169832,0.00375944,0.00908927,0.001076196,0.0001497908,0.04541917,0.00192739,0.0006468435,0.7666356,0.004572776,0.1662188],"study_design_scores_gemma":[0.0003456112,0.0005899916,0.002761438,0.01040142,0.0007921727,0.0001154333,0.01969542,0.006959226,0.002798307,0.8975018,0.05787559,0.0001636255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006116744,0.002907177,0.9531,0.01345231,0.001419322,0.01052379,0.0005643134,0.0003889153,0.01152741],"genre_scores_gemma":[0.09034488,0.001281527,0.8544095,0.002608437,0.0002338943,0.04942334,0.0001803514,0.0002742937,0.001243855],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5294133,"threshold_uncertainty_score":0.5803171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8565530235170178,"score_gpt":0.5548920694681662,"score_spread":0.3016609540488516,"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."}}