{"id":"W4241696741","doi":"10.21203/rs.2.23017/v3","title":"Health workers' views on factors affecting caregiver engagement with bubble CPAP","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"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; Environmental health; 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":[0.01004692,0.0002102619,0.000238594,0.0006541777,0.002735565,0.002832566,0.0004241287,0.001154116,0.003323143],"category_scores_gemma":[0.04132673,0.0002429445,0.0005713062,0.0007166963,0.001286919,0.001099549,0.00212253,0.00217893,0.0003024046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002339098,"about_ca_system_score_gemma":0.003353099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02437343,"about_ca_topic_score_gemma":0.0308415,"domain_scores_codex":[0.9924252,0.004314591,0.0004498933,0.0002190164,0.001149353,0.001441969],"domain_scores_gemma":[0.961151,0.01900555,0.007851076,0.0005956629,0.005606049,0.005790523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008785964,0.0003909869,0.7396722,0.0003810551,0.0001284891,0.0009198071,0.2095565,0.0001776855,0.001524675,0.0008154422,0.00537099,0.04018359],"study_design_scores_gemma":[0.00003664795,0.000381039,0.4546583,0.0003933974,0.00007419968,0.0002665881,0.5359583,0.0001925377,0.0004019625,0.0002638824,0.007315383,0.00005773967],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811139,0.0005506812,0.0001475113,0.01016508,0.0001469787,0.0000255379,0.0001737659,0.000003991413,0.007672597],"genre_scores_gemma":[0.9975938,0.0004014953,0.0001015645,0.001075627,0.00006088405,0.00001927323,0.00004900795,0.00000320865,0.0006951098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02437343,"threshold_uncertainty_score":0.05313385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1945887316195912,"score_gpt":0.4598821494509197,"score_spread":0.2652934178313285,"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."}}