{"id":"W4254957313","doi":"10.21203/rs.2.15647/v1","title":"Assessing Quality of Newborn Care at District Facilities in Malawi","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Global Affairs Canada; International Development Research Centre; BC Children's Hospital","keywords":"Quality (philosophy); Business; Nursing; Geography; Medicine","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":[0.001474147,0.0001590216,0.0001993152,0.000841428,0.0005819413,0.001231358,0.0005619515,0.0003167285,0.001435892],"category_scores_gemma":[0.009903817,0.0002045305,0.0001901871,0.001693305,0.0005670519,0.000799667,0.001357817,0.000445969,0.0001169716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003318429,"about_ca_system_score_gemma":0.002448048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1877608,"about_ca_topic_score_gemma":0.2786809,"domain_scores_codex":[0.998327,0.000998492,0.00008198615,0.00009838169,0.0001357583,0.0003583194],"domain_scores_gemma":[0.9957118,0.00170233,0.001211328,0.0001746509,0.0006784451,0.0005214912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007037482,0.00004217452,0.9881999,0.00005381487,0.00005192763,0.0000718009,0.001831463,0.0006069348,0.0001556897,0.0002716336,0.0003825788,0.008261594],"study_design_scores_gemma":[0.000004964381,0.0000795118,0.9941479,0.00003597884,0.00002124167,0.00003550071,0.004074952,0.0009770534,0.0001420219,0.00006927626,0.00040685,0.000004686186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981774,0.0001234422,0.0002168135,0.000274112,0.000002918611,0.00002050434,0.0006176623,0.000004311868,0.0005626706],"genre_scores_gemma":[0.9990977,0.00008600512,0.0003332155,0.00001766063,0.000002714342,0.0000148942,0.0002025923,0.000001448576,0.0002436278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877608,"threshold_uncertainty_score":0.3733359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675883711607913,"score_gpt":0.4968099792933392,"score_spread":0.3292216081325479,"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."}}