{"id":"W6958164890","doi":"10.60692/1pb1s-4ba42","title":"Barriers and facilitators to implementing bubble CPAP to improve neonatal health in sub-Saharan Africa: a systematic review","year":2020,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Staffing; Systematic review; Continuous positive airway pressure; MEDLINE; Grey literature; Health care; Economic shortage; Mentorship","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":[0.01035052,0.001420753,0.006318995,0.007388187,0.0008906816,0.002955768,0.001697695,0.001824014,0.003005943],"category_scores_gemma":[0.05100802,0.00123545,0.006300727,0.009008987,0.0008024306,0.002833768,0.001657821,0.001205364,0.0001905712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00334369,"about_ca_system_score_gemma":0.01988974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009557296,"about_ca_topic_score_gemma":0.02642591,"domain_scores_codex":[0.9923304,0.002870545,0.002633632,0.0004336747,0.001394378,0.000337492],"domain_scores_gemma":[0.9648411,0.02632556,0.005580275,0.0002863307,0.002565726,0.0004009668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001545109,0.00002612116,0.001498694,0.9527882,0.00496999,0.0001272277,0.0007130674,0.00008128592,0.0001052586,0.0001672453,0.000741662,0.03862668],"study_design_scores_gemma":[0.0001626143,0.0002408168,0.007318676,0.9363899,0.0409735,0.0003610002,0.001404609,0.00008569047,0.0001996751,0.0001625695,0.01266584,0.00003505967],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004033187,0.9943187,0.0001543539,0.0003532142,0.00007255335,0.0005133122,0.0002377388,0.000007092779,0.0003097968],"genre_scores_gemma":[0.0240379,0.9740147,0.0006924836,0.000289354,0.00003453805,0.0007089172,0.0001240252,0.000003942916,0.00009421872],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01035052,"threshold_uncertainty_score":0.05473948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396916485366368,"score_gpt":0.3131556888035617,"score_spread":0.2591865239498981,"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."}}