{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001799627,0.000261081,0.0005055117,0.0007336892,0.005213988,0.001521162,0.0006727454,0.001010629,0.003255079],"category_scores_gemma":[0.003582726,0.0005009021,0.0002816004,0.0008720704,0.001898478,0.001436118,0.001514304,0.001287153,0.0002833542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002165679,"about_ca_system_score_gemma":0.003901405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04064039,"about_ca_topic_score_gemma":0.07324313,"domain_scores_codex":[0.9990502,0.0003337314,0.00006054351,0.0000786371,0.000107931,0.0003690513],"domain_scores_gemma":[0.9976414,0.00114778,0.0003749411,0.00004492906,0.0003294042,0.0004615143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004786569,0.0002541959,0.08853421,0.0002103094,0.00001119211,0.0009305339,0.9034227,0.00003078143,0.0008441596,0.0003326288,0.0003927707,0.004988718],"study_design_scores_gemma":[0.000001562723,0.00006838749,0.01872061,0.00006876911,0.000004684208,0.0001357255,0.9798552,0.00001785078,0.00008388668,0.00002296569,0.001012658,0.000007645946],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985901,0.0001128576,0.00006151312,0.000279885,0.000006265954,0.00002358708,0.00005371716,0.000001068664,0.000871084],"genre_scores_gemma":[0.9980881,0.0002754913,0.0001092242,0.0003100819,0.000004227151,0.00004802942,0.00003168342,0.000001888283,0.001131319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04064039,"threshold_uncertainty_score":0.08080769,"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."}}