{"id":"W4403176087","doi":"10.2139/ssrn.4979298","title":"Impact of Adaptive Clothing on Thermal Comfort Among University Workers in Tropical Zones: A Case Study in Malaysia","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Clothing; Thermal comfort; Tropics; Geography; Socioeconomics; Ecology; Sociology; Biology; Meteorology; Archaeology","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":[0.0003388117,0.0002672682,0.0001880346,0.0002759342,0.001023322,0.0007718811,0.0005208654,0.0007484907,0.002537788],"category_scores_gemma":[0.0006421562,0.0001764282,0.0003740546,0.0003707782,0.0005617643,0.0003396154,0.0006912098,0.0003116475,0.0001932327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009803254,"about_ca_system_score_gemma":0.0005732286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02289516,"about_ca_topic_score_gemma":0.04560065,"domain_scores_codex":[0.9997031,0.0001167054,0.00001137373,0.00003051557,0.00002695297,0.00011139],"domain_scores_gemma":[0.9994643,0.0002489103,0.00008390574,0.00002725944,0.00005404596,0.000121503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001308219,0.001689451,0.8530387,0.0005994387,0.0001995338,0.02105941,0.0522879,0.01123035,0.01491661,0.001353269,0.0009411454,0.04137593],"study_design_scores_gemma":[0.00002156981,0.001397116,0.7957163,0.0001338701,0.0001600172,0.003242159,0.1842385,0.009041475,0.003275381,0.0003162363,0.002403562,0.00005387711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993441,0.0000316119,0.00006173919,0.00002813831,0.000001019853,0.000004568878,0.00001775181,0.000001221097,0.0005098501],"genre_scores_gemma":[0.9995521,0.00003198161,0.00007251831,0.000004338076,7.471988e-7,0.000001455118,0.000005423573,6.38597e-7,0.0003309356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02289516,"threshold_uncertainty_score":0.04552376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008576725117564814,"score_gpt":0.230719623492352,"score_spread":0.2221428983747872,"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."}}