{"id":"W4248582498","doi":"10.1017/cbo9781139878395.002","title":"Preface","year":2001,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Philosophy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005198888,0.0002567345,0.0002031374,0.0001174868,0.00007165023,0.00003673472,0.0002828719,0.000270298,0.00005666911],"category_scores_gemma":[0.000005147364,0.000342065,0.0000977982,0.000006221248,0.00005267671,0.0001073693,0.00005692997,0.0004390421,0.0001752864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716272,"about_ca_system_score_gemma":0.00004929159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002213708,"about_ca_topic_score_gemma":7.50503e-7,"domain_scores_codex":[0.9993262,0.00001531632,0.0001077304,0.0002217002,0.0001419028,0.0001871292],"domain_scores_gemma":[0.9992819,0.00006180123,0.00005979928,0.0003904137,0.00006374762,0.0001423458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001709048,0.000003985024,2.908582e-7,0.00006932703,0.0001168589,0.0001085414,0.0000411869,0.00006878714,0.00003799262,0.6456045,0.350897,0.003034454],"study_design_scores_gemma":[0.0001703969,0.00001007862,0.000004383161,0.00004958373,0.0001180143,0.0000239288,0.00001767075,0.0001587541,0.0001345071,0.000004733878,0.9989626,0.0003453396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001486547,0.0002421452,0.001369564,0.00001186569,0.0005743044,0.0002001441,0.00006235958,0.0004631755,0.9970616],"genre_scores_gemma":[0.0005603633,0.0004409418,0.00009491477,0.00004444495,0.0001548629,4.232006e-7,0.00003100901,0.00006415327,0.9986089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6480656,"threshold_uncertainty_score":0.9999031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260405268494717,"score_gpt":0.2001291036479594,"score_spread":0.1740885767984877,"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."}}