{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001967879,0.0001167649,0.0003935692,0.0002964418,0.00009457356,0.00001615903,0.00008582664,0.000065379,0.000004799528],"category_scores_gemma":[0.0012392,0.0001040496,0.00001346752,0.0005379365,0.0000164705,0.00008724436,0.0001538388,0.0003011934,0.000009742432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007624356,"about_ca_system_score_gemma":0.0002464702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007152055,"about_ca_topic_score_gemma":0.0001881944,"domain_scores_codex":[0.9978508,0.00007000128,0.001019047,0.0003067106,0.0001459375,0.0006074816],"domain_scores_gemma":[0.9989889,0.0000976428,0.0004182809,0.0002725351,0.00001123818,0.0002113855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005436794,0.00001560125,0.9905539,0.0005424604,0.000004502352,0.0002893645,0.002742337,0.00005374345,0.00002035976,0.0003688495,0.0008668451,0.004487661],"study_design_scores_gemma":[0.000840344,0.00009467603,0.9900115,0.001732619,0.000001789232,0.0000856311,0.0007535084,0.00128125,0.000008036008,0.0003943067,0.004703585,0.0000928041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842133,0.0006195416,0.000003820307,0.01402049,0.0000864675,0.0002403369,0.00003537627,0.0000817926,0.0006988817],"genre_scores_gemma":[0.9940856,0.0004409966,0.0002717459,0.004529611,0.0003829255,0.000004554045,0.0001840895,0.00001360042,0.00008686633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009872315,"threshold_uncertainty_score":0.9994594,"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."}}