{"id":"W4416344271","doi":"10.1007/s00421-025-06051-2","title":"Considerations for accurate mean weighted skin temperature","year":2025,"lang":"en","type":"article","venue":"European Journal of Applied Physiology","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Skin temperature; Human physiology; Sports medicine; Lower limb; Mean radiant temperature","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":[0.0005603401,0.0001723034,0.000489109,0.0003054837,0.0001261476,0.00001318936,0.0001371204,0.00005831892,0.0001484395],"category_scores_gemma":[0.0001183166,0.0001259835,0.0001930674,0.0002444129,0.0001683162,0.00003277565,0.00002969538,0.0004816378,0.00001393142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002480598,"about_ca_system_score_gemma":0.0001535897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.373021e-7,"about_ca_topic_score_gemma":1.850363e-7,"domain_scores_codex":[0.9987422,0.0001427817,0.0005991188,0.0001765537,0.000118424,0.000220901],"domain_scores_gemma":[0.9986236,0.0003143246,0.0003077383,0.0002606596,0.000392682,0.000101007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003308746,0.0001571676,0.000008159686,0.00009689517,0.0006343424,0.00009646484,0.0009648046,0.000038624,0.8856418,0.02845446,0.07800596,0.002592573],"study_design_scores_gemma":[0.04563041,0.004790253,0.08270924,0.00143199,0.002459344,0.00107745,0.003643009,0.0002312391,0.4440586,0.1185237,0.2944038,0.001041043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319129,0.000397138,0.0009272712,0.005974025,0.001033741,0.000737323,0.00001945012,0.00005365861,0.0589445],"genre_scores_gemma":[0.9826054,0.00004748199,0.007636532,0.008700987,0.0007850025,0.000006181383,0.00001937413,0.00002954983,0.0001695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4415832,"threshold_uncertainty_score":0.5137457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304805285210157,"score_gpt":0.2661359507373679,"score_spread":0.2530878978852663,"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."}}