{"id":"W4401586997","doi":"10.20944/preprints202408.0298.v1","title":"Sex-Specific Orthopaedic Trends in Mortality, Years of Life Lost, and Incidence of Pedestrian Road Injuries in Georgia and the Human Development Index, 1990-2021: Insights from the Global Burden of Disease Study and the United Nations Development Program","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Demography; Years of potential life lost; Medicine; Incidence (geometry); Mortality rate; Population; Injury prevention; Burden of disease; Poison control; Gerontology; Geography; Life expectancy; Environmental health; Surgery","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":[0.0006348853,0.0002040696,0.0001605911,0.00141136,0.0001782718,0.0003860387,0.0002708895,0.0002032391,0.0007646468],"category_scores_gemma":[0.001017852,0.0001162506,0.0004493642,0.002062778,0.0001897567,0.0002446652,0.0003379137,0.0002881742,0.0001890098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007022524,"about_ca_system_score_gemma":0.0008410372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05839116,"about_ca_topic_score_gemma":0.1436404,"domain_scores_codex":[0.9997908,0.00004452626,0.00002184101,0.00004610874,0.00004328993,0.0000534365],"domain_scores_gemma":[0.9995654,0.00006320649,0.0001949309,0.00002410225,0.0000988623,0.00005336009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003698224,0.00001250771,0.9924287,0.00004115148,0.00006556175,0.00003618475,0.0001781556,0.0001817632,0.0001178893,0.00005801391,0.0006752901,0.006167791],"study_design_scores_gemma":[5.38982e-7,0.00001396503,0.9993809,0.00001047296,0.00001492073,0.00003008887,0.0001685367,0.0000855996,0.00001452641,0.00001434432,0.0002643474,0.000001602857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901516,0.001287458,0.0001468599,0.0002749741,0.00001805209,0.00001347948,0.006445703,0.00001564674,0.001646182],"genre_scores_gemma":[0.9964489,0.0007292069,0.0002254505,0.00005084656,0.000007439814,0.00001305028,0.002268666,0.000001996273,0.0002542779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05839116,"threshold_uncertainty_score":0.1161026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755054219439675,"score_gpt":0.3095192147118925,"score_spread":0.2619686725174958,"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."}}