{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002773862,0.0002283034,0.0005935535,0.0006199269,0.00007475558,0.00001921346,0.0001673394,0.0001529045,0.000342979],"category_scores_gemma":[0.0003540503,0.0002171002,0.00007614381,0.0008568056,0.0000450241,0.0001642191,0.0001222483,0.001158795,0.0005067335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002855849,"about_ca_system_score_gemma":0.0001968954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011002,"about_ca_topic_score_gemma":0.0008818367,"domain_scores_codex":[0.9972947,0.0006244844,0.0008112484,0.0005328897,0.0002730327,0.000463627],"domain_scores_gemma":[0.999005,0.0002885277,0.0001085616,0.000454063,0.0000361802,0.0001076298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001697094,0.001012634,0.9814358,0.00002203896,0.00005832668,0.0002132196,0.0004219223,0.000003727383,0.004765903,0.0002297169,0.005841181,0.004298428],"study_design_scores_gemma":[0.001812306,0.003504926,0.9873894,0.000233697,0.00004724361,0.000002259616,0.000920444,0.0001395493,0.0002201419,0.004828954,0.0007020287,0.0001990498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954787,0.00006029649,0.00002754853,0.001526583,0.0004853691,0.001026155,0.00006621487,0.0001625134,0.001166591],"genre_scores_gemma":[0.997558,0.00005140887,0.0003835883,0.0007653561,0.0001492989,0.0002058613,0.0001748484,0.0000305518,0.0006811094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005953592,"threshold_uncertainty_score":0.8853087,"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."}}