{"id":"W4312091672","doi":"10.9745/ghsp-d-22-00514","title":"Improving Maternity Care in India’s Private Hospitals: Quality Certification? Yes, but More Is Needed","year":2022,"lang":"en","type":"letter","venue":"Global Health Science and Practice","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Certification; Health care; Childbirth; Business; Economic growth; Rural area; Private sector; Quality (philosophy); Medicine; Nursing; Political science; Pregnancy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003383179,0.0003478163,0.0006563636,0.000181296,0.0007443923,0.0001919352,0.0005075898,0.0002919664,0.00008997474],"category_scores_gemma":[0.0008393169,0.0003116075,0.0000599169,0.001124266,0.0003680269,0.0006680914,0.0003886232,0.001781384,0.00004157129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002761361,"about_ca_system_score_gemma":0.004089436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04848098,"about_ca_topic_score_gemma":0.00005818671,"domain_scores_codex":[0.9947916,0.0003472847,0.0008770024,0.001047952,0.001858801,0.00107738],"domain_scores_gemma":[0.9973305,0.0001392619,0.0009278756,0.0006824441,0.0004672078,0.0004527459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002108639,0.000414143,0.149524,0.0170249,0.00006277903,0.001272502,0.008403357,0.000001671116,0.00003364333,0.0007953017,0.7663466,0.05401252],"study_design_scores_gemma":[0.0006437547,0.000560459,0.3496175,0.0002387188,0.00004291029,0.0005255744,0.005419278,0.000009753825,0.00001012338,0.0001170086,0.6425048,0.0003100911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2039708,0.00301617,0.000002703697,0.7870604,0.0007583707,0.001238549,0.0006277906,0.00007057267,0.00325462],"genre_scores_gemma":[0.08677633,0.001194259,0.0006061454,0.9104974,0.000522124,0.00005224944,0.0001616564,0.00001735177,0.0001724613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2000935,"threshold_uncertainty_score":0.9999336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03616455266436135,"score_gpt":0.4049200425035037,"score_spread":0.3687554898391424,"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."}}