{"id":"W2119168835","doi":"10.1093/annhyg/meu087","title":"Performance Study of Protective Clothing against Hot Water Splashes: from Bench Scale Test to Instrumented Manikin Test","year":2014,"lang":"en","type":"article","venue":"The Annals of Occupational Hygiene","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Clothing; Splash; Test (biology); Thermal manikin; Personal protective equipment; Environmental science; Engineering; Mechanical engineering; Materials science; Medicine; Composite material","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":[0.0003889952,0.0001284022,0.000269737,0.00009063155,0.00009401351,0.000007415582,0.0001687496,0.00004283792,0.0001217939],"category_scores_gemma":[0.0006511712,0.00007063526,0.00005766686,0.0001779613,0.00008413711,0.00007171494,0.00008137592,0.0001031882,0.00003544678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001283065,"about_ca_system_score_gemma":0.00003204139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000930112,"about_ca_topic_score_gemma":0.00001602813,"domain_scores_codex":[0.9988098,0.00009866876,0.0003482818,0.0001947932,0.0003882968,0.0001602176],"domain_scores_gemma":[0.9985484,0.0005981149,0.0001306133,0.0003022834,0.0003484689,0.00007205262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01295205,0.002869886,0.2651993,0.00006422541,0.0001209682,0.00000123508,0.005998262,0.001719244,0.6800658,0.00003700185,0.0001780415,0.03079409],"study_design_scores_gemma":[0.000688723,0.002141128,0.8564494,0.00009634208,0.00001704851,6.634515e-7,0.0003040947,0.001737857,0.1382701,0.00007834027,0.000142171,0.00007415478],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983954,0.000004849193,0.00004337978,0.000415053,0.00002747674,0.0006902367,0.00005541965,0.00002021486,0.0003479056],"genre_scores_gemma":[0.9987978,0.000003770314,0.000167638,0.0007247214,0.00007762879,0.0000424109,0.00005133182,0.00001048102,0.0001241934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5912501,"threshold_uncertainty_score":0.2880422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07812434519654653,"score_gpt":0.3446507656583557,"score_spread":0.2665264204618092,"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."}}