{"id":"W4226466441","doi":"10.1371/journal.pgph.0000195","title":"A neonatal ward-strengthening program improves survival for neonates treated with CPAP at district hospitals in Malawi","year":2022,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Children's Investment Fund Foundation; Lemelson Foundation; John D. and Catherine T. MacArthur Foundation; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Medicine; Respiratory distress; Continuous positive airway pressure; Emergency medicine; Pediatrics; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001790255,0.0004138649,0.0008850651,0.0003083226,0.0006565199,0.0000927594,0.0004305987,0.0001160039,0.0001831375],"category_scores_gemma":[0.0008760174,0.0003531646,0.000145921,0.001952132,0.0001802615,0.0002468993,0.0004392301,0.000712818,0.00001610773],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005187821,"about_ca_system_score_gemma":0.004481883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629166,"about_ca_topic_score_gemma":0.0005690504,"domain_scores_codex":[0.9938144,0.0004669367,0.0008816748,0.000962373,0.001689678,0.002184936],"domain_scores_gemma":[0.9969208,0.0003736462,0.0003026741,0.0005850256,0.0003110796,0.00150679],"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":[0.003926028,0.002231934,0.1712347,0.00207065,0.0002020572,0.0003537605,0.0003524409,0.00001232201,0.00005510176,0.0009868724,0.0009529199,0.8176212],"study_design_scores_gemma":[0.02317685,0.04084699,0.2160255,0.00033839,0.00007395168,0.0004248952,0.00280725,0.006529714,0.0002001841,0.000201623,0.7081567,0.001217927],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724544,0.003468956,0.00004228623,0.01490186,0.0001155452,0.006677315,0.001178395,0.0004097198,0.0007515629],"genre_scores_gemma":[0.9918713,0.0001087895,0.001404989,0.001571954,0.0001384252,0.003529009,0.0009552375,0.00008854886,0.0003317274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8164033,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06009436851733792,"score_gpt":0.3635816714954405,"score_spread":0.3034873029781026,"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."}}