{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536313,0.0001554339,0.0001939526,0.0007993043,0.0005541069,0.001263218,0.0005604601,0.0003369502,0.001584278],"category_scores_gemma":[0.01008136,0.000200867,0.0001916214,0.001646793,0.0005354265,0.0008367857,0.001315159,0.000438236,0.0001315236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003332642,"about_ca_system_score_gemma":0.002479041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1941058,"about_ca_topic_score_gemma":0.2823085,"domain_scores_codex":[0.9982587,0.001067552,0.00008021691,0.0000969446,0.0001375912,0.0003590865],"domain_scores_gemma":[0.9956906,0.00180669,0.00112845,0.0001654423,0.0006828993,0.0005259718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008263048,0.00004868708,0.9860861,0.00006176266,0.00005718986,0.00008020508,0.001976423,0.0008421351,0.0001740282,0.0003328208,0.0005275285,0.009730441],"study_design_scores_gemma":[0.000005904053,0.00008485979,0.9932023,0.00004064591,0.00002256436,0.00003704197,0.004617053,0.001247191,0.0001628481,0.00008195046,0.0004924518,0.000005255712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977708,0.0001309065,0.0002628051,0.0003470017,0.000003460053,0.00002285825,0.0007714149,0.000005434858,0.000685399],"genre_scores_gemma":[0.998909,0.00009287804,0.0004040776,0.00002017985,0.000002874382,0.00001723773,0.0002558502,0.000001830124,0.0002960344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1941058,"threshold_uncertainty_score":0.3859518,"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."}}