{"id":"W4379598627","doi":"10.1093/heapol/czad035","title":"Strengthening routine data reporting in private hospitals in Lagos, Nigeria","year":2023,"lang":"en","type":"article","venue":"Health Policy and Planning","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Bill and Melinda Gates Foundation","keywords":"Psychological intervention; Medicine; Intervention (counseling); Stakeholder; Family medicine; Health facility; Data collection; Environmental health; Nursing","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":[0.01370211,0.0003765018,0.0003448221,0.001249812,0.001488612,0.001748973,0.00104095,0.0004237076,0.001365483],"category_scores_gemma":[0.01819897,0.0004537795,0.0002508802,0.001325754,0.001447971,0.001714703,0.002730911,0.0007488903,0.0001385021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00279361,"about_ca_system_score_gemma":0.015899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008821343,"about_ca_topic_score_gemma":0.01597821,"domain_scores_codex":[0.9882268,0.008477858,0.0009304701,0.000572675,0.0009039013,0.0008883075],"domain_scores_gemma":[0.9783924,0.007274101,0.007362742,0.001485546,0.002635269,0.00285009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001707644,0.003655412,0.5903353,0.004789442,0.000120188,0.0009676447,0.02710096,0.001780633,0.008551097,0.002152695,0.003220948,0.355618],"study_design_scores_gemma":[0.0004567344,0.009390354,0.8532333,0.004327512,0.0001848699,0.0006543504,0.09445475,0.002507008,0.007339861,0.00164285,0.02565155,0.0001568182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909564,0.001428394,0.001456613,0.001858508,0.0000645343,0.001464501,0.000229916,0.00004470092,0.00249644],"genre_scores_gemma":[0.9889122,0.001940791,0.007156871,0.0003616438,0.00003448041,0.0009807817,0.0001590422,0.000004636407,0.0004495914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01370211,"threshold_uncertainty_score":0.07246453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09878909659973302,"score_gpt":0.4363235068269307,"score_spread":0.3375344102271977,"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."}}