{"id":"W4410707781","doi":"10.12968/s1478-2774(25)50070-4","title":"Fit & Fly","year":2025,"lang":"en","type":"article","venue":"Aerospace Testing International","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001001854,0.00007905767,0.00005681361,0.00003303931,0.0001032154,0.0000295699,0.0003282663,0.00004877572,0.0006938766],"category_scores_gemma":[0.001368142,0.0000755806,0.00002254731,0.0002348455,0.0001188606,0.0001267763,0.0002453576,0.0001566733,0.0006493192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218418,"about_ca_system_score_gemma":0.000009584281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001142811,"about_ca_topic_score_gemma":0.00008945951,"domain_scores_codex":[0.9993745,0.000009044348,0.00009775077,0.0002034339,0.0001757769,0.000139478],"domain_scores_gemma":[0.9995461,0.0002227456,0.00004103369,0.0001546149,0.00001668341,0.00001883634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001124115,0.00009564751,0.8175532,0.000005346419,0.0000286106,0.00001013174,0.0001250203,0.005159392,0.04958238,0.007552447,0.06571305,0.05416353],"study_design_scores_gemma":[0.0007425949,0.00005285828,0.3717903,0.0001477114,0.00001560902,0.00002702622,0.0001264328,0.006128551,0.009661634,0.05904059,0.5517493,0.000517417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4162485,0.00005038334,0.09823471,0.01741619,0.0009954834,0.0002084452,0.000007967003,0.001250107,0.4655883],"genre_scores_gemma":[0.8897655,0.000003677859,0.08264395,0.0006170156,0.00002054021,0.00001498594,0.000003243606,0.000005789544,0.02692528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4860362,"threshold_uncertainty_score":0.8345901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486973499333234,"score_gpt":0.2926448097636591,"score_spread":0.2577750747703267,"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."}}