{"id":"W4385656078","doi":"10.1109/cacre58689.2023.10208604","title":"Conference Speakers","year":2023,"lang":"en","type":"article","venue":"","topic":"Aerospace and Aviation Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Canadian Aeronautics and Space Institute","keywords":"Computer science; Speech recognition","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001159786,0.0000217286,0.00002441643,0.00002648756,0.000007011471,0.000003935663,0.00003282692,0.00002296378,0.0002860134],"category_scores_gemma":[0.000002887637,0.00002034368,0.000006349969,0.000126294,0.000006760916,0.00002030873,0.000006734136,0.00002596428,0.003384175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003658488,"about_ca_system_score_gemma":0.000001330036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001027333,"about_ca_topic_score_gemma":0.000007261434,"domain_scores_codex":[0.99986,5.725378e-7,0.00002591421,0.00002769753,0.00002032101,0.00006553403],"domain_scores_gemma":[0.9999297,0.000003847703,0.000001590059,0.00005131743,0.000003989397,0.000009504689],"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":[7.719702e-7,0.000004674443,0.006118746,0.00002800472,0.00003055242,0.0000166396,0.0003634618,0.006335704,0.04033225,0.1669208,0.7275521,0.05229631],"study_design_scores_gemma":[0.0005798014,0.00004623514,0.04581152,0.00001652217,0.000008465877,0.000005624838,0.001657574,0.2864677,0.1786004,0.01674791,0.4694424,0.0006158712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.675961,0.00002076691,0.0256879,0.001791075,0.0003362029,0.00006428477,0.000002051792,0.009908437,0.2862283],"genre_scores_gemma":[0.9939674,0.00003377271,0.0001676812,0.00002551011,0.000008291175,0.000002419018,0.000002254533,0.000004283137,0.005788412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3180064,"threshold_uncertainty_score":0.9973918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012489507296432,"score_gpt":0.1974661616749802,"score_spread":0.1849766543785482,"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."}}