{"id":"W4406614781","doi":"10.1113/ep092490","title":"Are we prematurely predicting acute mountain sickness?","year":2025,"lang":"en","type":"article","venue":"Experimental Physiology","topic":"High Altitude and Hypoxia","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004068203,0.0001789989,0.0002013251,0.0000397119,0.0001259173,0.00001520596,0.0002208693,0.0001861472,0.00005753927],"category_scores_gemma":[0.00001305302,0.0001675214,0.00009311349,0.00007686958,0.0001039021,0.000005029901,0.0002391539,0.0001132733,0.00003090881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002199207,"about_ca_system_score_gemma":0.0000353173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001106463,"about_ca_topic_score_gemma":0.000008078021,"domain_scores_codex":[0.9990285,0.00005734131,0.0001674554,0.0004090982,0.00006330023,0.0002742786],"domain_scores_gemma":[0.9994981,0.000008574877,0.0000951078,0.0003199998,0.00002874089,0.00004953267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001703252,0.0001235176,0.0005388592,0.00001483065,0.0001546746,0.000004805208,0.00006426698,0.00001901427,0.9872119,0.0005644319,0.01108295,0.00005042338],"study_design_scores_gemma":[0.0006863988,0.0002002888,0.01517482,0.00002996981,0.0000233334,0.000008207857,0.0004251295,0.00003259128,0.9482817,0.00026978,0.03466972,0.0001980696],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920287,0.003482191,0.00009469826,0.0002988518,0.0004091138,0.0001902551,0.00001800149,0.00003864695,0.00343954],"genre_scores_gemma":[0.9959758,0.00009192096,0.0001872802,0.001265635,0.0002808232,0.0000719515,0.00009772492,0.00001683018,0.002012061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03893021,"threshold_uncertainty_score":0.6831325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009531506350232085,"score_gpt":0.2877835150065134,"score_spread":0.2782520086562814,"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."}}