{"id":"W4377198035","doi":"10.1007/s13312-023-3008-9","title":"Pediatric Trauma Training in India- Need of the Hour","year":2023,"lang":"en","type":"article","venue":"Indian Pediatrics","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Pediatric trauma; Injury prevention; Trauma care; Developing country; Medical emergency; Suicide prevention; Poison control; Training (meteorology); Occupational safety and health; Pediatric surgery; Road traffic accident; Road traffic; Pediatrics; Psychiatry","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":[0.00033481,0.0001632615,0.0003361562,0.0007389932,0.00008285893,0.000006143955,0.0001904856,0.0001443123,0.0000344014],"category_scores_gemma":[0.0002887509,0.0001236531,0.0001887195,0.003907522,0.00005386749,0.00005120734,0.00007404668,0.0003527438,0.00005840189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004908869,"about_ca_system_score_gemma":0.0002922385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006871159,"about_ca_topic_score_gemma":0.00008270245,"domain_scores_codex":[0.9984236,0.00004317347,0.0004450662,0.0002226597,0.0004223646,0.0004431143],"domain_scores_gemma":[0.9992891,0.0001337521,0.0001259374,0.0002801138,0.00006871077,0.0001024139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000019234,0.00004204,0.961436,0.0002318365,0.0000155858,0.0001048594,0.01829796,0.00001699194,0.00002207997,0.00009506382,0.005043211,0.01467514],"study_design_scores_gemma":[0.0008578794,0.00007557679,0.991842,0.00001505449,0.00009912399,0.00001234029,0.005580847,0.000004199854,0.00006211779,0.0001738576,0.001150259,0.0001267448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880223,0.0006008768,0.000001580605,0.0005457858,0.001013543,0.0003096986,0.00003157619,0.00008750561,0.009387164],"genre_scores_gemma":[0.9976628,0.0008432223,0.00005100925,0.0001133101,0.001005576,0.0000220787,0.00001105739,0.00002982125,0.000261151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.030406,"threshold_uncertainty_score":0.5042428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03362426540091615,"score_gpt":0.2805357385364292,"score_spread":0.2469114731355131,"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."}}