{"id":"W4386751308","doi":"10.2196/49578","title":"Facility-Based Audit System With Integrated Community Engagement to Improve Maternal and Perinatal Health Outcomes in Rural Pakistan: Protocol for a Mixed Methods Implementation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Audit; Medicine; Health facility; Government (linguistics); Public health; Health care; Community health; Environmental health; Nursing; Business; Population; Political science; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09601854,0.002987235,0.003287269,0.003531021,0.005650454,0.003441721,0.004629661,0.003743021,0.03983141],"category_scores_gemma":[0.05344239,0.003001222,0.003814372,0.003877094,0.002588991,0.003168888,0.004478129,0.005161288,0.006443476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009189907,"about_ca_system_score_gemma":0.04642524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006934795,"about_ca_topic_score_gemma":0.01044703,"domain_scores_codex":[0.9409191,0.04186331,0.007499521,0.002290324,0.003682405,0.003745327],"domain_scores_gemma":[0.9536971,0.01273229,0.005567817,0.006350242,0.01752414,0.004128435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08152817,0.06685074,0.02166459,0.07130453,0.001344768,0.002954232,0.03851315,0.01286931,0.008757724,0.02073944,0.09772126,0.5757521],"study_design_scores_gemma":[0.1794383,0.1193369,0.1012335,0.04836409,0.00188028,0.0008942746,0.05357804,0.01140457,0.01448346,0.01873051,0.4493942,0.001261989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001820474,0.00004101279,0.002066743,0.0001120944,0.000039553,0.9947259,0.0006341394,0.00003183321,0.0005282467],"genre_scores_gemma":[0.001098966,0.00004593223,0.004452203,0.00004861233,0.00000565784,0.994112,0.0001064054,0.000002278774,0.0001279665],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09601854,"threshold_uncertainty_score":0.5078006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2782926512409488,"score_gpt":0.634195873654191,"score_spread":0.3559032224132422,"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."}}