{"id":"W3126524602","doi":"10.1136/archdischild-2020-320631","title":"How to do no harm: empowering local leaders to make care safer in low-resource settings","year":2021,"lang":"en","type":"article","venue":"Archives of Disease in Childhood","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Wellcome Trust; Wellcome","keywords":"Medicine; SAFER; Harm; Resource (disambiguation); Nursing; Public relations; Medical emergency; Computer security; Law","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":[0.01834896,0.0007737324,0.0002610096,0.0005616211,0.008081439,0.00526422,0.002022122,0.003210173,0.01029222],"category_scores_gemma":[0.02763803,0.0004203948,0.0008793339,0.00035047,0.006771345,0.006119344,0.01024345,0.006516585,0.001922412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002986081,"about_ca_system_score_gemma":0.01166394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004498792,"about_ca_topic_score_gemma":0.01160282,"domain_scores_codex":[0.9844649,0.01295867,0.0001721599,0.0003351313,0.0005416165,0.001527484],"domain_scores_gemma":[0.9792838,0.007124016,0.001493653,0.00113105,0.002546254,0.008421215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003197704,0.001904885,0.02486453,0.002158561,0.00014062,0.00378312,0.2295466,0.002513252,0.004446278,0.06079508,0.2216908,0.4478365],"study_design_scores_gemma":[0.0004194407,0.002407853,0.01283273,0.003021745,0.0001981147,0.001268011,0.3336733,0.005109841,0.00497241,0.06711176,0.5686052,0.0003794712],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1783444,0.003511848,0.07370091,0.6317238,0.005819839,0.001416737,0.0001113683,0.00102123,0.1043499],"genre_scores_gemma":[0.8725953,0.00238576,0.05491079,0.04570106,0.0007927661,0.0009185988,0.0000840488,0.0001896211,0.02242209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01834896,"threshold_uncertainty_score":0.09703976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006590740658936715,"score_gpt":0.2611840883002391,"score_spread":0.2545933476413024,"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."}}