{"id":"W4399800002","doi":"10.21606/drs.2024.152","title":"Making in the Digital Era","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Computer science","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":[0.00004739226,0.00004023081,0.00003781032,0.00005713306,0.000007846336,0.00006320312,0.00008083695,0.00001281487,0.000003314929],"category_scores_gemma":[0.000006990135,0.00002856164,0.0000197758,0.0001596064,0.000008774924,0.00009187616,0.000007716118,0.00008612182,0.000008501198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007076735,"about_ca_system_score_gemma":0.00000362688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.457306e-7,"about_ca_topic_score_gemma":9.985735e-8,"domain_scores_codex":[0.9997395,2.934733e-7,0.00006757712,0.0000476223,0.00008208458,0.00006296631],"domain_scores_gemma":[0.9999366,0.00003409156,0.000004086008,0.00001123129,0.000008607255,0.000005367162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001775417,0.00004266793,0.00374341,0.00157984,0.0001119556,0.00002579172,0.02954115,0.02330325,0.009852593,0.2042909,0.01696965,0.710521],"study_design_scores_gemma":[0.0004956019,0.0002544893,0.06114945,0.001697786,0.00005850869,0.0002445303,0.003836717,0.4837352,0.009008255,0.3431384,0.0953829,0.0009981492],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8103878,0.0008115582,0.002358272,0.0003396358,0.0001036802,0.0001083617,0.00000280162,0.0002040344,0.1856838],"genre_scores_gemma":[0.9995396,0.000003073437,0.0003527153,0.00002334814,0.00005086414,0.000005577735,4.566247e-7,0.000007584,0.00001683698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7095229,"threshold_uncertainty_score":0.116471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264222299928133,"score_gpt":0.2275964955100296,"score_spread":0.2149542725107482,"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."}}