{"id":"W2127145328","doi":"10.1136/jramc-2015-000427","title":"Risk factors for heat illness among British soldiers in the hot Collective Training Environment","year":2015,"lang":"en","type":"article","venue":"Journal of the Royal Army Medical Corps","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat illness; Medicine; Limiting; Human factors and ergonomics; Military personnel; Environmental health; Poison control; Engineering","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":[0.001668644,0.0001060171,0.0003299351,0.00003752703,0.0001275211,0.00001895323,0.0002721986,0.000111317,0.0002220776],"category_scores_gemma":[0.004768679,0.00005090515,0.0002370433,0.0001094806,0.000282856,0.00002930836,0.00003875066,0.0005584711,0.000001455731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159579,"about_ca_system_score_gemma":0.0002936415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009212387,"about_ca_topic_score_gemma":0.00003134939,"domain_scores_codex":[0.9980213,0.0004568592,0.0003805289,0.000106304,0.0008290944,0.0002059288],"domain_scores_gemma":[0.9981562,0.001147716,0.0001999813,0.000116047,0.00005852784,0.0003214825],"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":[0.07302909,0.00524141,0.2831026,0.0001855849,0.001965282,0.001905777,0.1297076,0.04492835,0.001739245,0.0003787642,0.1186489,0.3391673],"study_design_scores_gemma":[0.002943561,0.0009071238,0.9814292,0.000187037,0.0001024196,0.0001149337,0.005310028,0.00285046,0.0001008964,0.00119096,0.004762908,0.0001005098],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972376,0.0001473904,0.000547216,0.00122079,0.0003083941,0.0003120228,0.00001009909,0.000004718087,0.0002117278],"genre_scores_gemma":[0.998401,0.00003438193,0.00006008534,0.0007261496,0.0002771492,0.000009160228,0.000001642875,0.000009384623,0.0004810575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6983265,"threshold_uncertainty_score":0.5708899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04867911734185952,"score_gpt":0.2803637564868813,"score_spread":0.2316846391450218,"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."}}