{"id":"W4385727778","doi":"10.1016/j.injury.2023.02.049","title":"Injury hazard assessment in schools: Findings from a pilot study in Karachi, Pakistan","year":2023,"lang":"en","type":"article","venue":"Injury","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institutes of Health, Pakistan; Bacha Khan University","keywords":"Matriculation; Medicine; Occupational safety and health; Environmental health; Observational study; Demographics; Injury prevention; Poison control; Geography; Forensic engineering; Medical emergency; Medical education; Family medicine; Engineering; Demography; Sociology","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":[0.002047616,0.0005579447,0.0005218551,0.001320328,0.003441433,0.001239624,0.0008134216,0.0009373678,0.002040104],"category_scores_gemma":[0.004132816,0.0006436991,0.0006837597,0.001630427,0.001418946,0.001055604,0.001409147,0.001246173,0.0005795057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144382,"about_ca_system_score_gemma":0.008205544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1378474,"about_ca_topic_score_gemma":0.2325491,"domain_scores_codex":[0.9984726,0.0004244809,0.0001244229,0.0001571093,0.0002617417,0.0005595869],"domain_scores_gemma":[0.9963619,0.000677747,0.0007636439,0.0001400336,0.001308012,0.0007486962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002426708,0.003046352,0.9664487,0.0001490877,0.0000269608,0.0008987087,0.02016398,0.00009955182,0.0007957856,0.00007197078,0.0003131532,0.007743069],"study_design_scores_gemma":[0.00004095261,0.002662167,0.9226353,0.00006020133,0.0000392035,0.0002364307,0.07318447,0.000147599,0.0003232679,0.00004955305,0.0005981923,0.0000227073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990466,0.0000219715,0.0001074578,0.00006717023,0.00000479631,0.0001485808,0.0001023231,0.000002949352,0.0004982137],"genre_scores_gemma":[0.9990274,0.00006479218,0.0002381545,0.00007847611,0.000004391848,0.0000936075,0.00009289241,0.000001228917,0.0003990887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378474,"threshold_uncertainty_score":0.2740901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969437059359797,"score_gpt":0.4164476094274072,"score_spread":0.3667532388338092,"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."}}