{"id":"W4400075773","doi":"10.1093/annweh/wxae035.024","title":"65 What to wear? Occupational hygiene applications for wearables","year":2024,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Occupational Health and Safety in Workplaces","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wearable computer; Hygiene; Environmental health; Occupational hygiene; Occupational safety and health; Medicine; Internet privacy; Computer science; Embedded system; Pathology","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":[0.001687681,0.0001488533,0.00032893,0.0002029836,0.0009060163,0.00004189078,0.0001264966,0.0001318142,0.0001136852],"category_scores_gemma":[0.00006191466,0.0001296367,0.00007928422,0.0004787219,0.0000463209,0.0002249741,0.00005080525,0.0002362856,0.00009668335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003971399,"about_ca_system_score_gemma":0.0009976131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577262,"about_ca_topic_score_gemma":0.0001292611,"domain_scores_codex":[0.9978876,0.0001370374,0.0007927726,0.0003426832,0.0002558027,0.0005840893],"domain_scores_gemma":[0.9977548,0.001161232,0.0001666401,0.0002159079,0.0002981636,0.0004032309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009394673,0.0001413906,0.07951874,0.005302879,0.00007860632,8.324115e-7,0.005330386,0.0001175062,0.000007971768,0.202971,0.4308768,0.2747145],"study_design_scores_gemma":[0.0003821038,0.000619008,0.1696524,0.002773618,0.00001081263,0.000001147407,0.002938938,0.0001595246,0.00002181845,0.01535956,0.8078589,0.0002222079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1275534,0.1472818,0.03286218,0.673741,0.003377422,0.01157199,0.001001492,0.0004198532,0.002190938],"genre_scores_gemma":[0.9225644,0.02441548,0.01102368,0.033735,0.0018088,0.002418848,0.000309644,0.00006135257,0.003662803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.795011,"threshold_uncertainty_score":0.6968436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2200052469006561,"score_gpt":0.5324249219747899,"score_spread":0.3124196750741338,"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."}}