{"id":"W4402450390","doi":"10.1016/j.afjem.2024.08.009","title":"Improving pain management for trauma patients at two Rwandan emergency departments","year":2024,"lang":"en","type":"article","venue":"African Journal of Emergency Medicine","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Pain management; Medical emergency; Emergency management; Emergency medicine; Physical therapy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003243854,0.000360873,0.0006506077,0.0008857832,0.0001361699,0.000006592586,0.0003457026,0.00006863775,0.001895421],"category_scores_gemma":[0.0006514046,0.0002738116,0.0004146569,0.0008666263,0.00005931321,0.0002088578,0.0001047151,0.0002758665,0.00001354717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003918725,"about_ca_system_score_gemma":0.0000463679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002100194,"about_ca_topic_score_gemma":0.00001164934,"domain_scores_codex":[0.9960887,0.000160816,0.001746517,0.0004164621,0.001028756,0.000558756],"domain_scores_gemma":[0.9980724,0.0001296698,0.0005969349,0.0003743267,0.0004313388,0.0003952815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007230553,0.0005958347,0.09347616,0.002527134,0.001503963,0.0003393502,0.0009214607,0.00000469724,0.001538142,0.0004807701,0.7575613,0.1403282],"study_design_scores_gemma":[0.01619834,0.02000823,0.08103981,0.002144592,0.009490058,0.0001033116,0.002433515,0.004032506,0.0007322503,0.007974903,0.8542943,0.001548162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6510168,0.02473282,0.2184571,0.009966111,0.02232946,0.006912005,0.0000878267,0.000777155,0.06572076],"genre_scores_gemma":[0.9822544,0.003351878,0.004991021,0.0001786014,0.002251709,0.000107557,0.00006035531,0.00009575684,0.006708654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3312377,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813355237627563,"score_gpt":0.3309098221750502,"score_spread":0.3027762697987746,"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."}}