{"id":"W1968900953","doi":"10.1007/s10439-005-9061-9","title":"Design and Control Optimization of Microclimate Liquid Cooling Systems Underneath Protective Clothing","year":2006,"lang":"en","type":"review","venue":"Annals of Biomedical Engineering","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Microclimate; Coolant; Clothing; Heat exchanger; Passive cooling; Water cooling; Active cooling; Hazardous waste; Heat stress; Firefighting; Evaporative cooler; Mechanical engineering; Environmental science; Engineering; Process engineering; Architectural engineering; Waste management; Thermal; Meteorology; Chemistry; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004051024,0.001018185,0.001616778,0.0004266483,0.0002153008,0.001085472,0.001330821,0.0008010521,0.001640402],"category_scores_gemma":[0.0004026307,0.0004766267,0.0006378824,0.0006595021,0.000379239,0.00052305,0.0005170765,0.0004202658,0.0006708116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002899756,"about_ca_system_score_gemma":0.0003737776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001165092,"about_ca_topic_score_gemma":0.001363627,"domain_scores_codex":[0.9997689,0.00003649718,0.00001676278,0.00005407026,0.0001031568,0.00002053268],"domain_scores_gemma":[0.9998705,0.00004823754,0.00003170756,0.000008985721,0.00003578371,0.000004773673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001295236,0.0001285633,0.0003942729,0.003239242,0.0001159019,0.0001223427,0.00009809605,0.3432989,0.04297442,0.005525336,0.002218818,0.6017545],"study_design_scores_gemma":[0.00008857895,0.0008130978,0.002320695,0.0004082199,0.0002774857,0.0004276535,0.0001026897,0.8686106,0.03009909,0.005706436,0.09106904,0.00007654458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0313513,0.1903832,0.7653335,0.0002699567,0.0003404404,0.0001092989,0.00006339779,0.0004067235,0.01174227],"genre_scores_gemma":[0.5741134,0.2008447,0.2039642,0.0001707305,0.0004811248,0.00037704,0.0003100234,0.0002039617,0.01953468],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001640402,"threshold_uncertainty_score":0.00548774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07916252149953364,"score_gpt":0.3407755818102504,"score_spread":0.2616130603107168,"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."}}