{"id":"W4402190609","doi":"10.32920/26871493","title":"Protection, Mobility, & Comfort: The Effects of Global Pandemics on Women's Dress","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Toronto Metropolitan University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Business; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001818133,0.0002512415,0.000283509,0.00002080167,0.0001742276,0.000261537,0.0003171399,0.0001433445,0.0009192381],"category_scores_gemma":[0.00006904761,0.0001277516,0.0001932046,0.00003264219,0.0002923257,0.00002383701,0.0005170889,0.0005837147,0.0001442602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444191,"about_ca_system_score_gemma":0.00005083867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003374964,"about_ca_topic_score_gemma":0.003557341,"domain_scores_codex":[0.9988551,0.00007896456,0.0002819933,0.0003154278,0.0002726125,0.0001958933],"domain_scores_gemma":[0.9992012,0.00007455927,0.000146245,0.0004283412,0.0001018126,0.0000477901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003251337,0.0002336633,0.00002395971,0.003421945,0.0002546152,0.000002120744,0.08148861,0.00005690834,0.00003517556,0.8903354,0.01793453,0.006180573],"study_design_scores_gemma":[0.0006225581,0.000603782,0.0009301797,0.002098186,0.0002239323,0.000008318907,0.03950329,0.0002118208,0.0003209236,0.5068665,0.4475206,0.001089877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8938775,0.00008073675,0.000005870797,0.0005521376,0.002666,0.001097382,0.00009861845,0.0002225278,0.1013992],"genre_scores_gemma":[0.9606666,0.00003949439,0.000003920078,0.0004205112,0.0003884133,0.0003886706,0.00001749672,0.00001342041,0.03806145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4295861,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707883196859119,"score_gpt":0.26401693908649,"score_spread":0.2269381071178989,"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."}}