{"id":"W4416205000","doi":"10.1186/s12887-025-06197-0","title":"Accidental pediatric death: a ten year retrospective cohort","year":2025,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"Janeway Children's Hospital Foundation","keywords":"Accidental; Retrospective cohort study; Incidence (geometry); Cohort; Rural area; Occupational safety and health; Poison control; Cohort study","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008114713,0.0001497918,0.0003476121,0.0003227595,0.000114112,0.00001050959,0.0001075191,0.0002661984,0.0002095246],"category_scores_gemma":[0.001310426,0.0001378853,0.0001875043,0.0006408367,0.00002602523,0.00007730404,0.0000778274,0.0003669849,0.0002679095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001914857,"about_ca_system_score_gemma":0.0002902148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003501544,"about_ca_topic_score_gemma":0.00001143806,"domain_scores_codex":[0.9987152,0.0001176194,0.0003455098,0.0003421241,0.0001974808,0.0002820186],"domain_scores_gemma":[0.9991429,0.0002256941,0.0001123075,0.0002992679,0.0001324318,0.00008741203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001424722,0.00007571973,0.9706995,0.00008548339,0.00002583946,0.00001008908,0.00001653788,0.00000139873,0.000006301534,0.002772758,0.02607675,0.00008714474],"study_design_scores_gemma":[0.000787621,0.0001126366,0.9945121,0.000007579207,0.0007391794,0.00001444699,0.00002313382,0.00003093079,0.00002520685,0.002967513,0.0006638554,0.0001158198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643325,0.001064716,0.003117754,0.0002083908,0.001046338,0.0005524331,0.00001931523,0.00014458,0.02951394],"genre_scores_gemma":[0.9840041,0.0008743085,0.003256729,0.0004841441,0.00159756,0.00003817269,0.00008376789,0.00001658228,0.009644583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0254129,"threshold_uncertainty_score":0.5622799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622666821257353,"score_gpt":0.3174326455010141,"score_spread":0.3012059772884406,"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."}}