{"id":"W4220977774","doi":"10.1111/jdv.18054","title":"Maskne prevalence and associated factors in Irish healthcare workers during the COVID‐19 pandemic","year":2022,"lang":"en","type":"letter","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irish; Personal protective equipment; Pandemic; Health care; Quarter (Canadian coin); Family medicine; Coronavirus disease 2019 (COVID-19); Health professionals; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000930859,0.0001826097,0.0006248252,0.0002527702,0.0002190675,0.000005631123,0.0002397316,0.0004446088,0.00005299901],"category_scores_gemma":[0.0005004065,0.0001102669,0.0001564915,0.000150273,0.0003785062,0.00004961984,0.000173934,0.003897036,5.647759e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179589,"about_ca_system_score_gemma":0.0001055037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001463636,"about_ca_topic_score_gemma":0.000005296052,"domain_scores_codex":[0.9956843,0.002932488,0.0007565507,0.0001795824,0.0001958013,0.0002512971],"domain_scores_gemma":[0.9979783,0.0004897374,0.001314691,0.000103454,0.00004213148,0.00007170369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001965082,0.00001613119,0.9626055,0.0003897589,0.0001599054,0.0002567792,0.0002732881,0.0000166159,0.00003141334,0.000006344245,0.03598956,0.00005821631],"study_design_scores_gemma":[0.001597274,0.00004681653,0.9003491,0.0001676103,0.0002424477,0.01732665,0.00005970868,0.00001313831,0.000009332926,0.0001145278,0.07998203,0.0000913767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5981996,0.002578491,0.000005726686,0.3986298,0.000293036,0.000164133,0.000009753064,0.000007610394,0.0001118758],"genre_scores_gemma":[0.907044,0.001371728,0.000003171404,0.09073102,0.0003235241,0.000001836953,0.000005181529,0.00002022471,0.0004993033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3088444,"threshold_uncertainty_score":0.998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003163696569984,"score_gpt":0.3035173376773125,"score_spread":0.2634857007116126,"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."}}