{"id":"W4409764913","doi":"10.1038/s41746-025-01608-z","title":"Evaluating compliance with HeatSuite for monitoring in situ physiological and perceptual responses and personal environmental exposure","year":2025,"lang":"en","type":"article","venue":"npj Digital Medicine","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute; Lakehead University","funders":"","keywords":"Compliance (psychology); Perception; In situ; Psychology; Audiology; Environmental science; Medicine; Neuroscience; Social psychology; Geography","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":[0.000146257,0.0001447967,0.000310207,0.00006827144,0.00006859744,0.00001478724,0.00003208249,0.00006103208,0.00002898249],"category_scores_gemma":[0.0004782458,0.00008912467,0.00002237896,0.00008142161,0.0004221673,0.00007410356,0.00003689095,0.000122273,9.056066e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003721597,"about_ca_system_score_gemma":0.00002439952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001654781,"about_ca_topic_score_gemma":5.012841e-7,"domain_scores_codex":[0.9991487,0.00004163798,0.0001774505,0.0002903222,0.0001684766,0.000173398],"domain_scores_gemma":[0.9991365,0.0006343938,0.00003314377,0.00008266145,0.00001881465,0.00009449905],"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":[0.01515937,0.0001388972,0.07315382,0.0001240892,0.00003730022,0.00001812958,0.001408476,0.000004556826,0.7634847,0.00009731873,0.00003438788,0.146339],"study_design_scores_gemma":[0.003238284,0.00292242,0.9901142,0.0006287498,0.00002559291,0.00002792082,0.001914321,0.0002567996,0.0004664377,0.000151311,0.0001638715,0.0000900563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974948,0.0009340994,0.00004464989,0.0007359214,0.00002874046,0.0003819609,0.00001612539,0.00002401104,0.000339758],"genre_scores_gemma":[0.9982823,0.00004233671,0.0003273604,0.0003259787,0.0001052372,0.00003418922,0.00002512803,0.000007551662,0.0008498914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9169604,"threshold_uncertainty_score":0.3634398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278478896826147,"score_gpt":0.3921469480433892,"score_spread":0.2642990583607746,"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."}}