{"id":"W4411979940","doi":"10.15275/rusomj.2025.0208","title":"A comparative study of personal health behavior in professional and amateur drivers under COVID-19 conditions","year":2025,"lang":"en","type":"article","venue":"Russian Open Medical Journal","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Tabriz University of Medical Sciences","keywords":"Amateur; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Personal protective equipment; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Medicine; Political science; Virology; Outbreak; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005354724,0.0002126417,0.0002419575,0.000754497,0.0008563327,0.0005021086,0.0001832014,0.0004744287,0.001194677],"category_scores_gemma":[0.001298083,0.0002102631,0.0003431297,0.0005725119,0.0003028287,0.0004491741,0.0003723641,0.0003671166,0.0001960039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579096,"about_ca_system_score_gemma":0.0005309167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02147772,"about_ca_topic_score_gemma":0.02461843,"domain_scores_codex":[0.9996612,0.00009007478,0.00002410608,0.00004545567,0.00007309227,0.0001061751],"domain_scores_gemma":[0.9992604,0.0001237143,0.000180324,0.0000290692,0.0001971844,0.0002093118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008560281,0.0002506059,0.9901884,0.00002353476,0.00002942092,0.0001411776,0.006211353,0.00001205802,0.0003465169,0.00002175557,0.00009028148,0.002599244],"study_design_scores_gemma":[0.000003110612,0.0003827528,0.9890257,0.000007270752,0.00001051218,0.0001307879,0.01004367,0.00006006722,0.00004807913,0.000008338804,0.0002752614,0.000004518699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997565,0.0000260455,0.00001184282,0.000009494701,0.000002359909,0.000006925093,0.00003197882,3.017829e-7,0.0001544804],"genre_scores_gemma":[0.99961,0.00005787141,0.00004260087,0.00002355236,0.000004716572,0.00001387436,0.00006473204,3.353329e-7,0.0001822364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02147772,"threshold_uncertainty_score":0.04270542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153997426276557,"score_gpt":0.4807924918841556,"score_spread":0.3653927492564999,"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."}}