{"id":"W3199234685","doi":"10.21203/rs.2.23017/v2","title":"“Those women have hope in us and if you explain properly, they understand”: Health workers' views on factors affecting caregiver engagement with bubble CPAP","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; B.C. Women's Hospital & Health Centre","funders":"Fogarty International Center; Canadian Institutes of Health Research; Global Affairs Canada; International Development Research Centre","keywords":"Bubble; Psychology; Medicine; Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01071719,0.0002703531,0.0002487558,0.0005674428,0.005549091,0.003441053,0.0007345956,0.001713142,0.002972472],"category_scores_gemma":[0.02824307,0.000342831,0.0005988129,0.0006640608,0.003078124,0.002339239,0.002949153,0.004523216,0.0002973574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002826494,"about_ca_system_score_gemma":0.006434729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03953621,"about_ca_topic_score_gemma":0.05103862,"domain_scores_codex":[0.9928597,0.004482086,0.0002886066,0.0002236889,0.0008741636,0.001271805],"domain_scores_gemma":[0.9843228,0.008241833,0.002460941,0.0003408978,0.002263244,0.00237016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000168432,0.0001447064,0.1188282,0.0002282573,0.00005532981,0.0006974444,0.8465886,0.00003287484,0.0009197885,0.001414778,0.00638972,0.02453195],"study_design_scores_gemma":[0.000009772808,0.0000715012,0.04084831,0.0002610775,0.00002107732,0.0001423416,0.9499648,0.00003086964,0.0001462398,0.0001710465,0.008311848,0.00002103836],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379525,0.001428374,0.0004737939,0.04528499,0.0005032507,0.0000640154,0.0001200455,0.000009201663,0.01416391],"genre_scores_gemma":[0.991788,0.0009246246,0.0002076167,0.005106177,0.00008800254,0.0000427518,0.0000393613,0.000008936088,0.001794592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03953621,"threshold_uncertainty_score":0.07861215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.183919103886055,"score_gpt":0.4246732631239127,"score_spread":0.2407541592378577,"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."}}