{"id":"W7026181698","doi":"","title":"Advanced Real-Time Battery State Estimation for a Hybrid Aircraft","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Battery (electricity); Robustness (evolution); Aviation; State of charge; Filter (signal processing); Estimation; Kalman filter; Stability (learning theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016113,0.0003095238,0.000218539,0.0001806052,0.000143755,0.0004022419,0.0002546563,0.000312502,0.001135097],"category_scores_gemma":[0.0005150737,0.0001360305,0.0003247125,0.0001378015,0.0001134159,0.0003226102,0.0002194218,0.0003659239,0.0002481641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003009777,"about_ca_system_score_gemma":0.000410116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008208727,"about_ca_topic_score_gemma":0.008975349,"domain_scores_codex":[0.9999504,0.000006973082,0.00000290962,0.00001689437,0.00001714499,0.00000574454],"domain_scores_gemma":[0.9998982,0.00004308311,0.00001185508,0.000008220823,0.00003492349,0.000003718939],"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":[0.0001291819,0.00005720089,0.002712366,0.0001096941,0.0000505988,0.00008881009,0.0001364524,0.7558061,0.03872969,0.003338521,0.00112856,0.1977128],"study_design_scores_gemma":[0.000002433739,0.00002275772,0.0004740096,0.000003208804,0.000006128219,0.00001303018,0.00000704555,0.9963,0.002334393,0.0002891422,0.0005435589,0.000004252171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05360479,0.0001661028,0.943217,0.00008971769,0.00002745106,0.00002338409,0.00006163472,0.000565134,0.002244839],"genre_scores_gemma":[0.8903645,0.0002600571,0.1032613,0.00003921724,0.00001795938,0.00004390531,0.0001750672,0.0000442198,0.005793871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008208727,"threshold_uncertainty_score":0.0163219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00935106107509302,"score_gpt":0.2337593000885116,"score_spread":0.2244082390134186,"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."}}