{"id":"W1984495930","doi":"10.1016/j.acap.2013.04.014","title":"Quality Improvement Initiatives in Neonatal Intensive Care Unit Networks: Achievements and Challenges","year":2013,"lang":"en","type":"review","venue":"Academic Pediatrics","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"Agency for Healthcare Research and Quality; U.S. Department of Health and Human Services","keywords":"Benchmarking; Quality management; Neonatal intensive care unit; Quality (philosophy); Health care; Medicine; Unit (ring theory); Best practice; Business; Nursing; Psychology; Pediatrics; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008159282,0.001375499,0.002850804,0.005186882,0.0006756719,0.003042172,0.002322886,0.002348972,0.002374353],"category_scores_gemma":[0.01284283,0.00048994,0.001392506,0.01015087,0.001055491,0.003455073,0.002354376,0.002594684,0.000463538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003158668,"about_ca_system_score_gemma":0.01156727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007044157,"about_ca_topic_score_gemma":0.01365404,"domain_scores_codex":[0.9972784,0.0006639996,0.000529376,0.0003795748,0.0009032245,0.0002455117],"domain_scores_gemma":[0.9865058,0.007625605,0.002118092,0.0001580577,0.0029549,0.0006375241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006427729,0.00007839376,0.001173998,0.06110834,0.0003280924,0.00006436103,0.0001884984,0.0003423364,0.0001397271,0.002698975,0.01803265,0.9157804],"study_design_scores_gemma":[0.0000861237,0.0002833929,0.01108611,0.1796875,0.002015663,0.0008285675,0.001488745,0.0004681457,0.0005319483,0.004442075,0.7989913,0.00009044643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006727876,0.9988971,0.0000397742,0.00072638,0.0001090973,0.000002706098,0.000009256952,0.00000273169,0.0001455838],"genre_scores_gemma":[0.0007640346,0.9986231,0.0001374524,0.0002764145,0.0001449489,0.00000483922,0.00001455592,8.120194e-7,0.00003369146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008159282,"threshold_uncertainty_score":0.0431509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2378275364639951,"score_gpt":0.471261460389412,"score_spread":0.2334339239254168,"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."}}