{"id":"W4412130177","doi":"10.1109/icmc60390.2024.00016","title":"Meta Learning Based Adaptive Cooperative Perception in Nonstationary Vehicular Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Perception; Artificial intelligence; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002385339,0.00009828974,0.00009960333,0.0001484161,0.0001168787,0.00008982641,0.00005982281,0.00005076961,0.001148351],"category_scores_gemma":[0.0001056429,0.00008093213,0.00006735356,0.0006275913,0.00006000862,0.0002456267,0.00001153276,0.0003160917,0.0001799973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000846082,"about_ca_system_score_gemma":0.00005080141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001581415,"about_ca_topic_score_gemma":0.00002065228,"domain_scores_codex":[0.9988524,0.0003480614,0.0001543775,0.0003587998,0.000157446,0.0001289303],"domain_scores_gemma":[0.9995,0.0003321723,0.0000226162,0.00008011917,0.0000294791,0.00003559975],"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":[0.00008249275,0.0001084153,0.0000853673,0.00001689203,0.0000462399,0.00008865412,0.0009062018,0.726412,0.2311526,0.02413907,0.00059956,0.01636249],"study_design_scores_gemma":[0.0001165711,0.00006573705,0.001659576,0.00001294945,0.00003260272,0.000008495364,0.0004354012,0.9895996,0.006201968,0.00007091473,0.00169402,0.0001020923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1019433,0.0002522396,0.8686242,0.003715,0.0006295388,0.0007054654,0.000006266935,0.0008890443,0.02323489],"genre_scores_gemma":[0.9962786,0.00002028869,0.0002736777,0.0008379894,0.00003633872,0.00008659731,0.000007857743,0.00001324482,0.002445387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8943353,"threshold_uncertainty_score":0.9997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07028991125872669,"score_gpt":0.2815762323477327,"score_spread":0.211286321089006,"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."}}