{"id":"W4300886832","doi":"10.52842/conf.acadia.2008.142","title":"Degrees and Switches","year":2008,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Evolutionary developmental biology; Generative grammar; Adaptation (eye); Context (archaeology); Function (biology); Computer science; Cognitive science; Evolutionary biology; Biology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002540837,0.0007355504,0.0006135289,0.001925415,0.002755494,0.006733362,0.001136748,0.001929795,0.01896664],"category_scores_gemma":[0.005798886,0.0004436668,0.0006619586,0.001462664,0.01448429,0.009903921,0.005121958,0.003476986,0.003361187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002903746,"about_ca_system_score_gemma":0.0013399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169603,"about_ca_topic_score_gemma":0.0009671674,"domain_scores_codex":[0.9965178,0.0009935034,0.0002436587,0.00106056,0.0007644636,0.0004201117],"domain_scores_gemma":[0.9974276,0.001074371,0.0002263155,0.0005249819,0.0004269426,0.0003196791],"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":[0.000005399139,0.000002159858,0.00004940283,0.00001412956,0.000001352296,0.000009979183,0.0001445022,0.0001158443,0.00005250259,0.9952674,0.0006973636,0.003640139],"study_design_scores_gemma":[0.000009273071,0.000008989577,0.00008499792,0.00002987467,0.000002583232,0.00006172701,0.0001743873,0.000396587,0.0001808571,0.914818,0.08422287,0.000009875906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02794885,0.01286426,0.1635744,0.01483365,0.004293325,0.000172665,0.0005799468,0.0006018243,0.7751312],"genre_scores_gemma":[0.7713521,0.01209569,0.07382361,0.005250936,0.002733962,0.0006712915,0.0007350075,0.0003851489,0.1329523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01896664,"threshold_uncertainty_score":0.06344974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717670023488494,"score_gpt":0.2016538939100737,"score_spread":0.1844771936751887,"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."}}