{"id":"W4391435051","doi":"10.3390/engproc2023052025","title":"Intelligent Thermoregulation in Personal Protective Equipment","year":2024,"lang":"en","type":"article","venue":"","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Thermoregulation; Computer science; Personal protective equipment; Medicine; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002927107,0.0003009324,0.0002768201,0.0002290371,0.0002360271,0.0006887567,0.0005556878,0.0006636275,0.00149474],"category_scores_gemma":[0.0005386095,0.0001496806,0.0002652877,0.0001601507,0.0006268564,0.0008612575,0.0004197813,0.0004707806,0.000407985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605928,"about_ca_system_score_gemma":0.0002060946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001824752,"about_ca_topic_score_gemma":0.000176867,"domain_scores_codex":[0.9997452,0.00008173793,0.00001443794,0.00004398846,0.00009018705,0.000024397],"domain_scores_gemma":[0.9998128,0.00007888227,0.00003118473,0.00002976962,0.00003311635,0.00001420292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005967149,0.0002364261,0.004331594,0.001461101,0.0000997602,0.001116603,0.0009240166,0.07717893,0.3462384,0.1174747,0.005088896,0.4452529],"study_design_scores_gemma":[0.0001101263,0.002731486,0.01708091,0.000943039,0.0002491444,0.004084226,0.0006786961,0.4077579,0.2490536,0.1239323,0.1931896,0.0001888586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1305486,0.04390406,0.7628608,0.002654057,0.001039658,0.0001322633,0.00005600675,0.001353496,0.05745099],"genre_scores_gemma":[0.920903,0.009247114,0.05874917,0.0003818107,0.0003921977,0.00007820357,0.00003025016,0.00004677647,0.01017149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00149474,"threshold_uncertainty_score":0.005000412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04657377066354955,"score_gpt":0.3350586488345142,"score_spread":0.2884848781709647,"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."}}