{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002330713,0.0002454438,0.0009825277,0.000416081,0.0001447449,0.00008474481,0.0001691554,0.00006479641,0.00002142794],"category_scores_gemma":[0.001019011,0.0002018245,0.00007104484,0.000891016,0.00001679677,0.0003851947,0.0001893198,0.0002323959,0.0008508276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000519898,"about_ca_system_score_gemma":0.0003972169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000358668,"about_ca_topic_score_gemma":0.000002242092,"domain_scores_codex":[0.9963434,0.0002295423,0.001686387,0.000319463,0.0006894175,0.0007317562],"domain_scores_gemma":[0.9973889,0.00002734189,0.0002852941,0.0003968209,0.0002130519,0.001688618],"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":[0.0002571831,0.000001096394,0.005052986,0.9286018,0.00004563311,0.00002181833,0.06227142,0.000003746754,0.00001750691,0.00002048126,0.001159604,0.002546755],"study_design_scores_gemma":[0.02018013,0.007927678,0.01735456,0.6460422,0.0004670713,0.0004845004,0.1634847,0.004868798,0.002004088,0.000001623055,0.1341878,0.002996933],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452812,0.02374049,0.01229674,0.03808963,0.0006343068,0.07398789,0.003272384,0.0010455,0.001651898],"genre_scores_gemma":[0.9838661,0.00003146196,0.0002292775,0.0147754,0.00004286582,0.0009753022,0.00001920148,0.00002388994,0.00003650405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2825596,"threshold_uncertainty_score":0.9999271,"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."}}