{"id":"W7108481733","doi":"10.5281/zenodo.17776621","title":"Evolution of Utility and Bush Aircraft: Structural and Aerodynamic Trends from Fairchild to Murdern STOL types","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerodynamics; Lift (data mining); Wing; Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002899168,0.0002332593,0.0002680645,0.0003106436,0.001404132,0.0002357092,0.0007152908,0.0001351339,0.00390209],"category_scores_gemma":[0.00040431,0.0002456703,0.00004052034,0.0009599165,0.0009286381,0.000317849,0.002549065,0.0003126984,0.0002657888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002791843,"about_ca_system_score_gemma":0.000003812639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000229313,"about_ca_topic_score_gemma":0.00001903966,"domain_scores_codex":[0.9980027,0.000198156,0.0003471763,0.0007586684,0.0003114497,0.0003818322],"domain_scores_gemma":[0.9990721,0.00004078758,0.0001174024,0.0005201761,0.00009431269,0.000155167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001975966,0.00008456397,0.001445888,0.00007841172,0.00006758465,0.000004565091,0.001008238,0.0002948316,0.02693027,0.002793882,0.003615133,0.963479],"study_design_scores_gemma":[0.001433559,0.0007375075,0.8305554,0.0002046659,0.000109106,0.00003297144,0.001967057,0.01411439,0.002250933,0.01029408,0.1376795,0.0006208644],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479071,0.001078824,0.03241221,0.001533482,0.0001398509,0.0006136653,0.0009716486,0.0005401163,0.01480307],"genre_scores_gemma":[0.9974458,0.0001752597,0.001372013,0.00004482331,0.0000186027,4.828373e-8,0.0001157719,0.0002436952,0.0005840203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9628582,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012037379672633,"score_gpt":0.2310033226392128,"score_spread":0.2189659429665798,"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."}}