{"id":"W2286157088","doi":"","title":"Alive: New Design Frontiers","year":2013,"lang":"en","type":"article","venue":"University of the Arts London Research Online (University of the Arts London)","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Architecture; Studio; Visual arts; Design studio; Architectural engineering; Engineering; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00068112,0.0001798492,0.0002766914,0.0003036619,0.0006665176,0.00003308183,0.002003198,0.0001217446,0.001477967],"category_scores_gemma":[0.0001770659,0.0001693953,0.0002515426,0.000807368,0.0006386864,0.0008062546,0.00058544,0.0006354038,0.0002398649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002017056,"about_ca_system_score_gemma":0.0003043692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855968,"about_ca_topic_score_gemma":0.0006764614,"domain_scores_codex":[0.9979295,0.0004977424,0.0001410944,0.0002678449,0.0006994457,0.0004643901],"domain_scores_gemma":[0.9978323,0.0003814195,0.0001499662,0.0009716754,0.0004018201,0.0002628323],"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":[0.0002109364,0.0002726744,0.001125333,0.0000762377,0.0002646232,0.00001217296,0.004714439,0.00913814,0.006466147,0.0009688099,0.9653708,0.01137963],"study_design_scores_gemma":[0.003245132,0.0002154117,0.04593753,0.0002573706,0.0002504352,0.00002479608,0.02984986,0.03356533,0.004618833,0.003810012,0.8775665,0.0006588072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292391,0.001102613,0.05770645,0.08380214,0.002036186,0.00310752,0.000119702,0.0003664183,0.02251983],"genre_scores_gemma":[0.8537492,0.001178499,0.0304038,0.0002304807,0.0001305042,2.209952e-7,0.00001757999,0.00005711783,0.1142326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09171278,"threshold_uncertainty_score":0.9994348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060829140564083,"score_gpt":0.262552623919766,"score_spread":0.2119443325141252,"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."}}