{"id":"W4411308288","doi":"10.21606/drs.2010.88","title":"Designing Design Learning: A Case Study","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006311178,0.000107075,0.0001186242,0.0001124744,0.00007370223,0.00006312168,0.0001098004,0.0000524817,0.00009293207],"category_scores_gemma":[0.0003459257,0.000112122,0.00002344834,0.0002286788,0.00001921207,0.0003313481,0.00001284097,0.0004044505,0.00002947381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001076918,"about_ca_system_score_gemma":0.00001926898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002003017,"about_ca_topic_score_gemma":0.000001844705,"domain_scores_codex":[0.9994117,0.000006813768,0.0001758833,0.0001235182,0.0001243791,0.0001576904],"domain_scores_gemma":[0.9995217,0.0001410665,0.00006270432,0.00004885209,0.0001449407,0.00008068526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004078605,0.0004875001,0.02826034,0.0001852747,0.0001517587,0.0001186919,0.0344011,0.00134738,0.9096351,0.0005682694,0.00572778,0.01907597],"study_design_scores_gemma":[0.003272047,0.001906808,0.004255455,0.00009504022,0.0005299203,0.007932036,0.2679782,0.03587413,0.6371849,0.0008762689,0.03807078,0.002024532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836379,0.0000217015,0.002685667,0.00002809676,0.0002688756,0.0002832858,1.324895e-7,0.0002744508,0.01279994],"genre_scores_gemma":[0.9821038,0.000003921934,0.01750079,0.000008918579,0.00007221185,0.00003411324,1.395567e-7,0.00003042301,0.0002457034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2724503,"threshold_uncertainty_score":0.4572202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263737856166946,"score_gpt":0.2714756258771088,"score_spread":0.2451018402604142,"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."}}