{"id":"W6920436288","doi":"10.60692/hcb1y-90n06","title":"Global Research Trends in Pediatric Trauma From 1968 to 2021: A Bibliometric Analysis","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Citation; Data collection; Field (mathematics); MEDLINE; Descriptive statistics; Web of science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001101926,0.0001623492,0.0005269871,0.1052032,0.00009449887,0.0002102619,0.0001327074,0.000179855,0.0003528353],"category_scores_gemma":[0.0002532573,0.0001409981,0.0001783075,0.3251036,0.00001122037,0.0003584423,0.00009143531,0.0002073748,0.0009244395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000970423,"about_ca_system_score_gemma":0.0003828493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001380585,"about_ca_topic_score_gemma":0.0001185843,"domain_scores_codex":[0.9971693,0.000204968,0.0008544488,0.0002796031,0.0009675312,0.0005241904],"domain_scores_gemma":[0.9980049,0.00004722766,0.0001278427,0.0005862528,0.0007205197,0.0005133084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001329328,0.00000809256,0.966115,0.0002678746,0.00009593514,0.00006956947,0.01421621,0.00007839027,2.139263e-7,0.00001575709,0.0007110363,0.01828896],"study_design_scores_gemma":[0.001349954,0.00009851123,0.992192,0.00007487118,0.0002035593,0.00001582743,0.004389806,0.0005318082,0.00002313483,9.149741e-7,0.0009971517,0.0001224851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908488,0.00005091731,0.001946328,0.001092578,0.0001809233,0.0002602668,0.0003562265,0.00006314852,0.0052008],"genre_scores_gemma":[0.9984506,0.000002738223,0.0002484942,0.0005307615,0.0002873041,0.00004173592,0.0001932955,0.000007038924,0.0002379747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2199004,"threshold_uncertainty_score":0.9998534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1779554551147745,"score_gpt":0.4101854471501724,"score_spread":0.2322299920353978,"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."}}