{"id":"W4412379868","doi":"10.3389/fphys.2025.1599122","title":"Effects of unexpected event urgency and flight scenario familiarity on pilot trainees performance and stress responses","year":2025,"lang":"en","type":"article","venue":"Frontiers in Physiology","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Flight simulator; Anxiety; Flight training; Psychology; Aeronautics; Event (particle physics); Applied psychology; Task (project management); Driving simulator; Simulation; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001082467,0.0001736059,0.0003774271,0.0003010994,0.00006255924,0.000003449562,0.0001239701,0.000189895,0.00001574741],"category_scores_gemma":[0.00008012116,0.0001557821,0.00003165698,0.000303038,0.0002563023,0.00003440173,0.00004750273,0.0002839567,0.000002108828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002816809,"about_ca_system_score_gemma":0.00002519454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008834911,"about_ca_topic_score_gemma":0.00001591666,"domain_scores_codex":[0.9987177,0.0003177598,0.0002652563,0.0003733514,0.00005721598,0.0002687346],"domain_scores_gemma":[0.9993374,0.0002960493,0.00007446495,0.0002256474,0.00002380946,0.00004265047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01060312,0.002099331,0.8432117,0.0004079044,0.0008534123,0.00003876831,0.00725344,0.0001262871,0.02644978,0.005985437,0.02236722,0.08060363],"study_design_scores_gemma":[0.002035209,0.0008248722,0.9913224,0.0003468109,0.00004233862,6.694938e-7,0.0003548378,0.0001578236,0.004029546,0.0005945111,0.0001367902,0.0001542044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927172,0.003857042,0.0001262413,0.0001078625,0.001676797,0.0003293478,0.00001334589,0.00002775553,0.001144383],"genre_scores_gemma":[0.9987134,0.0005798447,0.0001824738,0.0001188885,0.00002614388,0.00005325668,0.00001068074,0.000009850366,0.0003054113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1481107,"threshold_uncertainty_score":0.635261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007751975336248733,"score_gpt":0.2604759876206528,"score_spread":0.2527240122844041,"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."}}