{"id":"W4386099030","doi":"10.3390/aerospace10090745","title":"A Study on Thermal Management Systems for Hybrid–Electric Aircraft","year":2023,"lang":"en","type":"article","venue":"Aerospace","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Automotive engineering; Powertrain; Context (archaeology); Internal combustion engine cooling; Heat exchanger; Heat transfer; Mechanical engineering; Engineering; Environmental science; Computer science; Combustion","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001915309,0.0001440174,0.0001316761,0.00006144055,0.0001531569,0.00002901124,0.0002827039,0.00003047097,0.00001973826],"category_scores_gemma":[0.00002054241,0.0001212293,0.00004357447,0.0005015041,0.00003844293,0.00007887925,0.0001552232,0.00008123227,0.001268063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222014,"about_ca_system_score_gemma":0.000001935033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002375064,"about_ca_topic_score_gemma":0.000004397962,"domain_scores_codex":[0.9988607,0.00002254262,0.0001139667,0.000370095,0.0002537874,0.0003789259],"domain_scores_gemma":[0.9994789,0.0000726421,0.00004297903,0.0003632811,0.000003573648,0.00003860703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005620614,0.003343916,0.1734832,0.0002156243,0.000621461,0.001773098,0.002749912,0.168743,0.06934005,0.01732836,0.3866421,0.1751972],"study_design_scores_gemma":[0.01057572,0.0101173,0.7176658,0.0001658248,0.0002836582,0.00004468468,0.02624526,0.02910884,0.04316987,0.009637518,0.1494611,0.003524407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836153,0.00004096742,0.005741449,0.0004551949,0.0002134804,0.001920797,0.000004502803,0.001208487,0.006799776],"genre_scores_gemma":[0.9899434,0.00002898922,0.0003201979,0.00006431079,0.00001807426,0.0005193683,0.000002361523,0.0000238438,0.009079442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5441826,"threshold_uncertainty_score":0.9995096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147601722656125,"score_gpt":0.257713842993961,"score_spread":0.2362378257673997,"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."}}