{"id":"W4238460174","doi":"10.21203/rs.2.15647/v3","title":"Assessing Quality of Newborn Care at District Facilities in Malawi","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":4,"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","keywords":"Quality (philosophy); Business; Economic growth; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008873002,0.0002133179,0.0007780241,0.0002164837,0.00009686644,0.00005862356,0.0002712527,0.0002951923,0.0002301459],"category_scores_gemma":[0.0006955509,0.0001811071,0.0001930201,0.0003335099,0.000177237,0.00005401495,0.001340024,0.001668221,0.00005231909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119642,"about_ca_system_score_gemma":0.0009335276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312011,"about_ca_topic_score_gemma":0.0007704129,"domain_scores_codex":[0.9960705,0.0006586571,0.0006459327,0.0005474112,0.001496386,0.000581137],"domain_scores_gemma":[0.9981399,0.0002391598,0.0001313085,0.0005615751,0.0005859087,0.000342197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000667361,0.0001716182,0.9242883,0.06023964,0.00004916117,0.0002452498,0.003977497,0.00003502649,0.0006748492,0.0008056817,0.001203344,0.007642237],"study_design_scores_gemma":[0.0007418664,0.0002249512,0.9764471,0.003087826,0.000009459162,0.000004585697,0.01081219,0.00002870211,0.0004608409,0.000927317,0.007109909,0.000145261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769635,0.002539042,0.00001825444,0.003128676,0.0000976559,0.0009295379,0.0007992249,0.00004262681,0.01548151],"genre_scores_gemma":[0.9979478,0.00045614,0.0002281665,0.00006226508,0.0001851523,0.00003788848,0.0004196966,0.00002023692,0.0006426306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05715181,"threshold_uncertainty_score":0.9934516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2201270842181349,"score_gpt":0.5048703653342624,"score_spread":0.2847432811161275,"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."}}