{"id":"W4223968430","doi":"10.1093/heapol/czac032","title":"Advancing quality and safety of perinatal services in India: opportunities for effective midwifery integration","year":2022,"lang":"en","type":"article","venue":"Health Policy and Planning","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Quality (philosophy); Business; Nursing; Obstetrics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007275425,0.00006552731,0.0002426839,0.0001219988,0.0001915402,0.000003523039,0.00001841309,0.00002427604,0.000002995955],"category_scores_gemma":[0.00005090142,0.0000594532,0.00001420629,0.0000696885,0.00002015076,0.00005117867,0.00003712389,0.0001459366,3.239121e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009700815,"about_ca_system_score_gemma":0.0001567974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004368815,"about_ca_topic_score_gemma":0.00007056642,"domain_scores_codex":[0.9992416,0.0001254231,0.0002594979,0.0001068687,0.00008324329,0.0001833923],"domain_scores_gemma":[0.9995282,0.0001913986,0.0001186138,0.00004123965,0.00002044576,0.0001001252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007354735,0.0001783577,0.7281221,0.02902829,0.00005716157,0.00005923589,0.06978987,0.0001252204,0.000276511,0.04438567,0.0002370597,0.1203858],"study_design_scores_gemma":[0.001183016,0.0007310372,0.9767974,0.0005896965,0.000004484526,0.00006898199,0.01519882,0.0002000906,0.00003116178,0.0006485949,0.004489691,0.00005705351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918509,0.001207047,0.00003276176,0.005836198,0.00004730637,0.0004645052,0.000176105,0.000009994746,0.0003752368],"genre_scores_gemma":[0.9921306,0.0002294157,0.0001514098,0.007288446,0.00008559684,0.00003635218,0.00005116976,0.000004487023,0.00002250037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486753,"threshold_uncertainty_score":0.6604371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528972233835438,"score_gpt":0.4060839747306814,"score_spread":0.3531867513471376,"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."}}