{"id":"W2987762301","doi":"10.3233/jid180017","title":"Performance Based Design","year":2019,"lang":"en","type":"article","venue":"Journal of Integrated Design and Process Science","topic":"Design Education and Practice","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","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":[0.001962734,0.0001047617,0.0001363382,0.0002732318,0.00007378805,0.0001367118,0.0002931854,0.00003855202,0.0001621896],"category_scores_gemma":[0.00018764,0.00007591356,0.00001828932,0.0008118773,0.0000942442,0.001104611,0.000003852084,0.0002559565,0.00003661185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005648286,"about_ca_system_score_gemma":0.0007249092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.499923e-7,"about_ca_topic_score_gemma":3.098838e-8,"domain_scores_codex":[0.9991075,0.00005137612,0.0002422599,0.0001007183,0.000317382,0.0001807069],"domain_scores_gemma":[0.9989731,0.0002060277,0.0001173293,0.00009092945,0.000477322,0.0001352584],"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":[0.0004595437,0.0001109377,0.002602278,0.0002720293,0.0000336522,0.00001294086,0.001819301,0.6876505,0.2098278,0.0001110476,0.00293661,0.09416341],"study_design_scores_gemma":[0.0003622186,0.0003745951,0.0006000604,0.0001463375,0.00001466266,0.0001562817,0.0003773517,0.8652322,0.1304934,0.000140337,0.001936021,0.0001665235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3207309,0.000445194,0.6741684,0.0001368769,0.0007547289,0.0001908682,4.420049e-7,0.00004892428,0.00352366],"genre_scores_gemma":[0.9712405,0.0001200825,0.02835835,0.0001466677,0.00002287073,0.000002246573,1.269883e-7,0.000009212831,0.0000999044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6505097,"threshold_uncertainty_score":0.3095665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201032939987265,"score_gpt":0.2645789490308165,"score_spread":0.2425686196309438,"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."}}