{"id":"W2109224567","doi":"10.1111/j.1948-7169.2006.tb00034.x","title":"Time for Design","year":2010,"lang":"en","type":"article","venue":"Design Management Review","topic":"Design Education and Practice","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Chemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00129046,0.0001412245,0.0001779465,0.00005830905,0.00004782472,0.00004260374,0.000219214,0.00003484589,0.001408472],"category_scores_gemma":[0.00007686813,0.0001342151,0.00006379782,0.0001865296,0.00001305964,0.0001603289,0.00001170496,0.0001095747,0.002085408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001552905,"about_ca_system_score_gemma":0.000009722774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.159248e-7,"about_ca_topic_score_gemma":8.696559e-8,"domain_scores_codex":[0.9992573,0.00007306727,0.0002128944,0.000153777,0.0001059968,0.0001970223],"domain_scores_gemma":[0.999272,0.0002478388,0.00003938098,0.0003392841,0.00003361319,0.00006783479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004791488,0.00002675762,2.806911e-7,0.00238128,0.0000712043,0.000002544014,0.00001591677,0.0004289937,0.0008688191,0.0034526,0.8141852,0.1785616],"study_design_scores_gemma":[0.0001232326,0.00001779639,0.000009359055,0.0002313691,0.0001530957,0.000004272026,0.00000294891,0.007586572,0.0002027585,0.0004945777,0.9909956,0.0001784089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000002303714,0.0115993,0.9526835,0.0006808856,0.0005690713,0.002378794,0.000001393448,0.0003327717,0.031752],"genre_scores_gemma":[0.001049331,0.08088563,0.885614,0.005241952,0.0003205124,0.002216897,0.00003922201,0.0001427931,0.02448961],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1783832,"threshold_uncertainty_score":0.9995044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062056600438584,"score_gpt":0.2928637818934942,"score_spread":0.2522432158891083,"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."}}