{"id":"W4231922297","doi":"10.21203/rs.2.15647/v2","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Global Affairs Canada; International Development Research Centre","keywords":"Quality (philosophy); Business; Nursing; Environmental health; 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":[0.003148817,0.0002097421,0.0002136507,0.001193352,0.001180938,0.001329018,0.001035256,0.0003484159,0.002111577],"category_scores_gemma":[0.01077956,0.000241865,0.0002360831,0.001502798,0.0007897652,0.0006966305,0.002614981,0.0005941927,0.0001255394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004454273,"about_ca_system_score_gemma":0.004514537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04918499,"about_ca_topic_score_gemma":0.07110757,"domain_scores_codex":[0.9969628,0.001495266,0.0002670189,0.0002013269,0.0004923394,0.0005810577],"domain_scores_gemma":[0.9911287,0.001935841,0.002778694,0.0003385765,0.002343031,0.001475183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006881356,0.00008271601,0.970512,0.0002547284,0.0000500446,0.0002305024,0.004144377,0.0005662992,0.0005099797,0.0001858794,0.0006329968,0.02276167],"study_design_scores_gemma":[0.000009728159,0.0004900871,0.9839094,0.0002270844,0.00002467453,0.0002526318,0.01163812,0.001044126,0.0005758376,0.00008166756,0.001731745,0.00001489292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966454,0.0005308068,0.0005833175,0.0004988575,0.000008100053,0.0001385012,0.0004847587,0.00001535893,0.001094836],"genre_scores_gemma":[0.9981837,0.0002601632,0.001092879,0.00006864793,0.000004575143,0.00007087427,0.0001607787,0.000001396642,0.000156924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04918499,"threshold_uncertainty_score":0.09779739,"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."}}