{"id":"W4407118609","doi":"10.3357/amhp.6526.2025","title":"Aircrew Life Support Equipment Experiences in Canadian Military Operational Women Pilots","year":2025,"lang":"en","type":"article","venue":"Aerospace Medicine and Human Performance","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aircrew; Demographics; Aeronautics; Population; Crew; Medicine; Engineering; Operations management; Demography; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.001287786,0.0003266612,0.0003614718,0.001245863,0.005828633,0.001835297,0.0006893572,0.000465797,0.004176326],"category_scores_gemma":[0.003140057,0.0003177011,0.0002592356,0.001606826,0.002286318,0.000764563,0.00199175,0.0005578245,0.0002531815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009448532,"about_ca_system_score_gemma":0.01789149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8592872,"about_ca_topic_score_gemma":0.9230223,"domain_scores_codex":[0.9987239,0.0002198568,0.00004541829,0.00008766343,0.0003494947,0.0005735984],"domain_scores_gemma":[0.9985656,0.0002765396,0.0002139755,0.00002983047,0.0004630593,0.00045098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001941786,0.00008628261,0.251133,0.0003989257,0.00002196358,0.00203931,0.7088621,0.00006735043,0.001937867,0.0004799594,0.003377239,0.03140184],"study_design_scores_gemma":[0.000004740532,0.0001487805,0.1638867,0.0002520248,0.0000110027,0.0003774344,0.8206846,0.0000409571,0.000131527,0.00003316152,0.01440055,0.00002867161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952595,0.000442787,0.00007264839,0.0004081185,0.00002450178,0.0000365741,0.0002073946,0.000004615151,0.003543877],"genre_scores_gemma":[0.996789,0.0009240214,0.0001283413,0.0001929637,0.000006943139,0.00003471285,0.0001252663,0.000004180156,0.001794759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1407128,"threshold_uncertainty_score":0.2830829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05394588310672793,"score_gpt":0.4133703107032408,"score_spread":0.3594244275965129,"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."}}