{"id":"W3080575972","doi":"","title":"Forum Piece on Design","year":2020,"lang":"en","type":"article","venue":"The albatross","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000505631,0.0001083821,0.0000843772,0.00001521903,0.00008834689,0.00002789221,0.0001871679,0.00003095954,0.00002958714],"category_scores_gemma":[0.000006595473,0.0000798426,0.00005103485,0.0001167616,0.00001996135,0.00002716466,0.00001999128,0.0001502522,0.0004371219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001504661,"about_ca_system_score_gemma":0.00001096415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001695866,"about_ca_topic_score_gemma":0.000002291619,"domain_scores_codex":[0.9994361,0.00002730515,0.00009613235,0.0001132333,0.0001391204,0.0001881117],"domain_scores_gemma":[0.9996514,0.0001458203,0.00001155653,0.0001160269,0.00001167781,0.00006356565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003696921,0.000007005722,0.00002707093,0.00001285596,0.00003571405,0.000009179674,0.0008082722,0.9210277,0.001328352,0.001259246,0.04722458,0.02822303],"study_design_scores_gemma":[0.0006198428,0.0004321421,0.001369849,0.00001919911,0.00002906463,0.00001749726,0.0001437218,0.8554205,0.006802523,0.01850914,0.1161573,0.0004792373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005601858,0.0002002221,0.985719,0.002260272,0.0001973954,0.0001944958,0.000005751383,0.0003551825,0.005465845],"genre_scores_gemma":[0.9953084,0.000003917062,0.001733523,0.002553059,0.0002495184,0.00001684586,0.000003130185,0.00002693491,0.0001046641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9897066,"threshold_uncertainty_score":0.5618464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984843868623108,"score_gpt":0.2038673326257349,"score_spread":0.1840188939395038,"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."}}