{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0142824,0.001199177,0.0009541925,0.002482794,0.01254203,0.006947683,0.004378936,0.008589399,0.007779395],"category_scores_gemma":[0.02046176,0.0009170312,0.0009696831,0.002869255,0.007973268,0.004662805,0.007645701,0.006062008,0.002007037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006072271,"about_ca_system_score_gemma":0.004748397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003608258,"about_ca_topic_score_gemma":0.01060245,"domain_scores_codex":[0.9814489,0.01351274,0.0006237927,0.0009996991,0.002037423,0.001377362],"domain_scores_gemma":[0.9806111,0.0137942,0.000806622,0.001419584,0.0008323142,0.002536231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003313507,0.004997544,0.008100794,0.001221658,0.00005180035,0.04913477,0.7355276,0.002832441,0.003894096,0.06270729,0.01428428,0.1169163],"study_design_scores_gemma":[0.0002131427,0.001413427,0.00366004,0.001048346,0.00004415508,0.0249855,0.5289533,0.004160706,0.005030404,0.01466523,0.4157003,0.0001253799],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7249122,0.002695183,0.09204601,0.01752287,0.0004733365,0.003939405,0.0004913247,0.000345834,0.1575739],"genre_scores_gemma":[0.891798,0.002458943,0.06192577,0.002919726,0.0001046153,0.001563626,0.0002411131,0.0001868167,0.03880149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0142824,"threshold_uncertainty_score":0.07553339,"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."}}