{"id":"W4317254315","doi":"10.1016/j.paerosci.2022.100878","title":"Strategies towards a more sustainable aviation: A systematic review","year":2023,"lang":"en","type":"review","venue":"Progress in Aerospace Sciences","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":191,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Fundação para a Ciência e a Tecnologia; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Aviation; Renewable energy; Fossil fuel; Propulsion; Greenhouse gas; Environmental economics; Engineering; Production (economics); Business; Waste management; Aerospace engineering; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00192921,0.0005257975,0.002060793,0.0002222147,0.0002962759,0.0003119779,0.001799568,0.0002380786,0.00009040802],"category_scores_gemma":[0.0004859596,0.0003490688,0.0002542908,0.004509364,0.001883759,0.0007994898,0.0008295068,0.0004048593,0.0004534455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005114035,"about_ca_system_score_gemma":0.0002892522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005199598,"about_ca_topic_score_gemma":0.00004161056,"domain_scores_codex":[0.9961789,0.0002219843,0.000842913,0.000933182,0.0009496353,0.0008733458],"domain_scores_gemma":[0.998444,0.0001682086,0.0006694181,0.0006205973,0.00002135654,0.0000764375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[2.850012e-7,0.00003528751,0.00006673445,0.9140382,0.00001761948,0.000114961,0.0001038042,0.000008221636,1.337283e-8,0.003471557,0.0005161879,0.08162716],"study_design_scores_gemma":[0.0001024899,0.0001582953,0.00001442463,0.8947058,0.000575388,0.00006381934,0.004958913,0.00006284412,9.003482e-7,0.005846263,0.09235527,0.001155595],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.251371e-7,0.9933724,0.0001006495,0.0004531327,0.00008837211,0.003901508,0.000004787458,0.0004737851,0.001604556],"genre_scores_gemma":[0.00002297497,0.9935714,0.001466007,0.0000453929,0.00001361159,0.002832004,0.000005766247,0.000034762,0.002008094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09183908,"threshold_uncertainty_score":0.9998961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05099422530307525,"score_gpt":0.3758738230591664,"score_spread":0.3248795977560912,"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."}}