{"id":"W4385718880","doi":"10.1016/j.injury.2022.11.018","title":"Road safety hazards for children while commuting to school: Findings from a pilot study in Karachi, Pakistan","year":2023,"lang":"en","type":"article","venue":"Injury","topic":"Traffic and Road Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"National Institutes of Health, Pakistan; Bacha Khan University","keywords":"Pedestrian; Observational study; Demographics; Transport engineering; Injury prevention; Environmental health; Geography; Poison control; Occupational safety and health; Cross-sectional study; Medicine; Engineering; Socioeconomics; Demography","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":[0.0009294686,0.0006277281,0.0005009059,0.0009881684,0.002927223,0.001120666,0.0007030734,0.000995092,0.001945941],"category_scores_gemma":[0.001838359,0.000668323,0.0008136856,0.001428132,0.001209364,0.0009722998,0.00108566,0.001367112,0.0005170316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001991258,"about_ca_system_score_gemma":0.004177193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1515891,"about_ca_topic_score_gemma":0.2502679,"domain_scores_codex":[0.9993317,0.0001291456,0.00005377802,0.00007973301,0.00009601334,0.0003096503],"domain_scores_gemma":[0.99856,0.0003003035,0.0003609867,0.00004649007,0.0003615352,0.0003706007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001372361,0.001219064,0.961538,0.0001362446,0.00003603511,0.00179926,0.0303436,0.00006071246,0.0007883662,0.0000737283,0.0002240536,0.003643813],"study_design_scores_gemma":[0.00001873783,0.001371276,0.8898715,0.00005032849,0.00004608094,0.0004798171,0.1073429,0.0000519788,0.00020035,0.00003121086,0.000518684,0.00001699607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994143,0.00001863472,0.00003769985,0.00003068372,0.000002650072,0.00004818819,0.00008948972,9.222966e-7,0.0003573857],"genre_scores_gemma":[0.9990864,0.0001169663,0.0001238254,0.00007818559,0.000004406363,0.00008005879,0.0001081901,0.000001147416,0.0004009067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1515891,"threshold_uncertainty_score":0.3014135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793678133015697,"score_gpt":0.2781987266184244,"score_spread":0.2602619452882675,"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."}}