{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004508288,0.0002121049,0.0002978591,0.0002025904,0.000150544,0.00004912086,0.0003060696,0.00006126567,0.00005876022],"category_scores_gemma":[0.00005464366,0.0002175336,0.00005562815,0.000532274,0.00001316299,0.0001014031,0.0001186826,0.0002978722,0.0002778587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001491842,"about_ca_system_score_gemma":0.00003045376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005501877,"about_ca_topic_score_gemma":0.0007615287,"domain_scores_codex":[0.9986295,0.00003763133,0.0004193184,0.0002932131,0.0001784895,0.0004419037],"domain_scores_gemma":[0.9993658,0.0001063991,0.00002252153,0.0003486471,0.00002006606,0.0001365544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001253167,0.0007631818,0.7673951,0.00006382088,0.0004184912,0.0000299985,0.009257842,0.05693991,0.002624659,0.0001708279,0.04654067,0.1145423],"study_design_scores_gemma":[0.001043919,0.0004310916,0.9928619,0.00006016786,0.00001650646,5.461053e-7,0.0005811803,0.003082292,0.00008867267,0.0000453592,0.001497249,0.0002910658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959152,0.00005457334,0.000476013,0.0001304728,0.0003865232,0.0009885912,0.0004906658,0.0009122306,0.0006457289],"genre_scores_gemma":[0.9988286,0.00001119261,0.0004620495,0.00008260935,0.0001907439,0.0001100229,0.0001371551,0.00006878589,0.0001087838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2254668,"threshold_uncertainty_score":0.8870762,"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."}}