{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004189998,0.00005613142,0.00005153738,0.00003288267,0.00004181136,0.00001471542,0.00004184465,0.000036245,0.00007650018],"category_scores_gemma":[0.000007678109,0.00005617344,0.00001030217,0.00005295937,0.0000187251,0.0001994161,0.000001041105,0.00008175742,0.0002513235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000708741,"about_ca_system_score_gemma":0.000009437133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001396475,"about_ca_topic_score_gemma":0.000006109435,"domain_scores_codex":[0.9997259,0.000008199591,0.00006572326,0.00006119397,0.00004377745,0.00009521028],"domain_scores_gemma":[0.9997827,0.00006015661,0.000008254548,0.00007853878,0.000008345071,0.0000620454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002754045,0.0001033457,0.03069403,0.0001273722,0.0001846951,0.00006192045,0.07619055,0.0002218942,0.02446922,0.005424866,0.2385991,0.6238954],"study_design_scores_gemma":[0.0005980916,0.0002598371,0.336179,0.00001770297,0.00003374728,0.0005243884,0.002323459,0.003936478,0.001788786,0.001098285,0.6526272,0.0006130069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976654,0.0008578093,0.0008999601,0.0003266731,0.000274065,0.00004966759,0.000001128947,0.0001937624,0.02074292],"genre_scores_gemma":[0.998443,0.0001036419,0.0006535572,0.0001030192,0.0000809218,0.000006543203,0.0000013153,0.00001060259,0.0005974058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6232824,"threshold_uncertainty_score":0.3230338,"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."}}