{"id":"W4385727544","doi":"10.1016/j.injury.2023.04.027","title":"Perceptions, barriers, and strategies regarding helmet use by female pillion riders in Pakistan: A qualitative study","year":2023,"lang":"en","type":"article","venue":"Injury","topic":"Traffic and Road Safety","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Fogarty International Center; National Institutes of Health; National Institutes of Health, Pakistan; Bacha Khan University","keywords":"Focus group; Medicine; Thematic analysis; Human factors and ergonomics; Enforcement; Perception; Poison control; Psychology; Qualitative research; Environmental health; Sociology; Law","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":[0.000333796,0.000124188,0.0001581426,0.0001477875,0.00008479785,0.00007218208,0.00005435944,0.00005486736,0.00003569664],"category_scores_gemma":[0.00002208635,0.0001212278,0.00002454907,0.0003425724,0.00004394277,0.0003290861,0.00002650659,0.00015448,0.00002550682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005545506,"about_ca_system_score_gemma":0.00001606831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039221,"about_ca_topic_score_gemma":0.0001867267,"domain_scores_codex":[0.9992068,0.0001013971,0.0001979763,0.0001757914,0.000115566,0.0002024063],"domain_scores_gemma":[0.9996819,0.0001026894,0.00001520541,0.000119509,0.00001353663,0.00006716615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002517789,0.0001551827,0.04817327,0.0002671686,0.0003246476,0.0001295618,0.8386219,0.02207853,0.007382616,0.001918887,0.06317086,0.01752565],"study_design_scores_gemma":[0.0005801017,0.0001314202,0.063422,0.00004992174,0.00001545287,0.000001361249,0.9317886,0.001389269,0.00004577315,0.0001578396,0.002131351,0.0002869105],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984511,0.0001567725,0.0001678717,0.00004144045,0.0001253104,0.0001924786,0.0001099748,0.0003774283,0.0003776799],"genre_scores_gemma":[0.9993619,0.0002413144,0.00007951421,0.00001181688,0.00002000961,0.00002784611,0.00001693241,0.00002370555,0.0002169001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09316676,"threshold_uncertainty_score":0.4943527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924912984390251,"score_gpt":0.332580288185287,"score_spread":0.3133311583413845,"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."}}