{"id":"W3183091413","doi":"10.24908/pceea.vi0.14842","title":"NON-MEDICAL MASKS: OPPORTUNITIES FOR STANDARDS EDUCATION AND ONLINE DESIGN PROJECTS","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Process (computing); Sample (material); Test (biology); Computer science; Coronavirus disease 2019 (COVID-19); Engineering management; Engineering design process; International standard; Measure (data warehouse); Engineering; Mechanical engineering; Medicine; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005101267,0.0001772209,0.0001817055,0.0002381708,0.0001124901,0.0001075124,0.0001763415,0.00018305,0.00003952835],"category_scores_gemma":[0.001249158,0.0001861197,0.0000569987,0.0003744069,0.00001362268,0.0001709271,0.00001847506,0.0001928513,9.297568e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939388,"about_ca_system_score_gemma":0.005333229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002827043,"about_ca_topic_score_gemma":0.0009270058,"domain_scores_codex":[0.9987977,0.000004755911,0.0003066468,0.0001769799,0.0004281747,0.0002857717],"domain_scores_gemma":[0.9983011,0.00005501165,0.000105289,0.00009177595,0.001134711,0.000312053],"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":[0.000006318613,0.0005449246,0.01483429,0.004249507,0.0005602221,6.986801e-7,0.005782858,0.007046655,0.003689962,0.01678773,0.9045238,0.04197298],"study_design_scores_gemma":[0.001055466,0.00006563096,0.09742802,0.002198249,0.0002613107,0.00008176902,0.01035968,0.07343227,0.01789546,0.0005380567,0.7950892,0.001594807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041179,0.004743315,0.006376667,0.0388905,0.0237573,0.003959693,0.000664388,0.001086185,0.01640406],"genre_scores_gemma":[0.9759896,0.0003016008,0.01628241,0.0006918912,0.0005336027,0.0004858972,0.0001208363,0.0001026159,0.005491562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094346,"threshold_uncertainty_score":0.946092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604024738680633,"score_gpt":0.2315654771552217,"score_spread":0.2155252297684154,"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."}}