{"id":"W7139353566","doi":"","title":"Ellen Ebner","year":2022,"lang":"","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Sustainability; Work (physics); Renewable energy; Product (mathematics); Advanced manufacturing; Road map","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001327261,0.001154292,0.0005134727,0.001465869,0.001926098,0.004182794,0.0008750353,0.002081359,0.1468078],"category_scores_gemma":[0.004757471,0.0003165057,0.0002302545,0.0008283633,0.0007571522,0.003132251,0.00294186,0.002639651,0.09659418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245462,"about_ca_system_score_gemma":0.002577851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002544846,"about_ca_topic_score_gemma":0.004751598,"domain_scores_codex":[0.9982885,0.0002483696,0.00007927746,0.0003749314,0.0008159949,0.000192938],"domain_scores_gemma":[0.9980894,0.0003615649,0.0001225949,0.00008638336,0.0007040503,0.0006361347],"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":[0.00004196676,0.00004553181,0.0002804279,0.000180157,0.000003712576,0.0002311397,0.000410546,0.0001394127,0.0007063167,0.01128741,0.8550433,0.1316301],"study_design_scores_gemma":[0.000001701633,0.000007749075,0.0001247038,0.0001072289,0.000001685814,0.0002303253,0.0002074022,0.00004831561,0.0002748951,0.001018263,0.9979705,0.00000723499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004854844,0.07908315,0.009556624,0.1416191,0.02787299,0.0001230201,0.001487728,0.001646082,0.7337564],"genre_scores_gemma":[0.01857984,0.03464912,0.003944565,0.02048915,0.001938382,0.00008431626,0.0008686116,0.0006411477,0.9188049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8531922,"threshold_uncertainty_score":0.4911211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141780046840429,"score_gpt":0.2038616750283377,"score_spread":0.1824438745599334,"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."}}