{"id":"W1978301363","doi":"10.2486/indhealth.44.414","title":"The Management of Heat Stress for the Firefighter: A Review of Work Conducted on Behalf of the Toronto Fire Service","year":2006,"lang":"en","type":"review","venue":"Industrial Health","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Respirator; Work (physics); Firefighting; Heat stress; Environmental science; Thermal comfort; Bunker; Personal protective equipment; Ventilation (architecture); Medicine; Materials science; Mechanical engineering; Engineering; Composite material; Chemistry; Waste management; Meteorology; Physics; Atmospheric sciences","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000893324,0.0002448348,0.001491362,0.00001266093,0.0001349843,0.000004242765,0.0004410633,0.0002235126,0.0001018025],"category_scores_gemma":[0.0001315473,0.0000906058,0.0005204295,0.0003834337,0.0001096624,0.00001132406,0.00007668538,0.0003007321,0.000001031467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728211,"about_ca_system_score_gemma":0.0005359238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009048788,"about_ca_topic_score_gemma":0.00009288004,"domain_scores_codex":[0.9973184,0.0006589246,0.00119706,0.0002065877,0.0003993101,0.00021966],"domain_scores_gemma":[0.9961722,0.001754762,0.001007282,0.0008494862,0.0001524621,0.00006381911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006784922,0.0001152991,0.000001157222,0.06405239,0.0002093098,2.34866e-7,0.0000190669,0.000001513392,1.774869e-7,0.0003574795,0.01041425,0.9241506],"study_design_scores_gemma":[0.0005495793,0.0003246321,0.0005356275,0.1869549,0.0005941117,0.000001027386,0.00002958536,0.000001376228,0.000002600438,0.00000871448,0.810936,0.00006173796],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001753395,0.9901519,5.666432e-7,0.003057809,0.0003548653,0.005714952,0.0003695796,0.000008559871,0.0001664134],"genre_scores_gemma":[0.0003517713,0.9976472,0.00001070767,0.0007413437,0.0002541812,0.0001931055,0.0001225862,0.00002071375,0.0006583944],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9240889,"threshold_uncertainty_score":0.3694797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2298725613862258,"score_gpt":0.4335457113989145,"score_spread":0.2036731500126887,"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."}}