{"id":"W6910380006","doi":"10.4224/40003171","title":"Canadian Certification of Autonomous Flight Systems Working Group (CCAFS WG): summary report FY19 through FY 22","year":2023,"lang":"en","type":"report","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Certification; Avionics; Aviation; Automation; Air traffic control; Drone","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003704469,0.001000828,0.000292853,0.003097358,0.003159597,0.002855473,0.001902006,0.00157892,0.0185608],"category_scores_gemma":[0.00329803,0.0004042803,0.0003708682,0.002719367,0.0006435835,0.0008068083,0.000911247,0.001245133,0.005791646],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02406772,"about_ca_system_score_gemma":0.1374361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9684533,"about_ca_topic_score_gemma":0.9770774,"domain_scores_codex":[0.9940673,0.0001177482,0.0000677166,0.0002310535,0.004758977,0.0007573554],"domain_scores_gemma":[0.9909346,0.0001430128,0.0002147681,0.000167124,0.007798998,0.0007415321],"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":[0.00007312895,0.00007961781,0.003702855,0.000165229,0.00001311588,0.00006990496,0.0001397035,0.0008623836,0.001077786,0.003108861,0.9622747,0.02843259],"study_design_scores_gemma":[0.00001983593,0.00003471546,0.02106355,0.0001220103,0.00001208104,0.00002303665,0.0003042684,0.0003954769,0.001565528,0.0002517292,0.9761856,0.00002218749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01846351,0.006756786,0.005549599,0.01350355,0.003052012,0.003795375,0.1918097,0.001081793,0.7559878],"genre_scores_gemma":[0.08592267,0.007385526,0.009518918,0.002837348,0.0002944708,0.0008409235,0.166494,0.0005233787,0.7261826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9759323,"threshold_uncertainty_score":0.1746243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165495131676233,"score_gpt":0.3200352023573686,"score_spread":0.2034856891897454,"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."}}