{"id":"W2965233250","doi":"10.21037/tp.2019.07.11","title":"Regional or national collaborative quality improvement initiatives in neonatology","year":2019,"lang":"en","type":"article","venue":"Translational Pediatrics","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Neonatology; Quality management; Quality (philosophy); Intensive care medicine; Operations management; Engineering","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":[0.1143415,0.001163006,0.00109745,0.002924705,0.002646675,0.005855551,0.006145354,0.004390237,0.01037613],"category_scores_gemma":[0.1037379,0.0004729953,0.001920338,0.004285771,0.0025831,0.003497737,0.01989395,0.004732013,0.00296938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0105822,"about_ca_system_score_gemma":0.09774975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02944688,"about_ca_topic_score_gemma":0.02874175,"domain_scores_codex":[0.9200568,0.04878904,0.006741191,0.005627654,0.01182292,0.006962433],"domain_scores_gemma":[0.830105,0.0208171,0.02028051,0.02117476,0.03758974,0.07003295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005603175,0.0008259459,0.03672351,0.004729868,0.0006943683,0.0003239878,0.003985962,0.002321095,0.001398145,0.0402329,0.3281958,0.5800081],"study_design_scores_gemma":[0.0007322415,0.001496517,0.08219089,0.008910317,0.0003809925,0.0005310024,0.004158585,0.001836899,0.001210044,0.01634481,0.8820631,0.0001445727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0344099,0.1125571,0.08307467,0.5592486,0.02802022,0.008695272,0.007716856,0.005600892,0.1606765],"genre_scores_gemma":[0.3723355,0.04906136,0.400918,0.1002594,0.00763255,0.008495745,0.01765039,0.001382096,0.04226499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1143415,"threshold_uncertainty_score":0.6047031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09639904202984749,"score_gpt":0.4383117833080067,"score_spread":0.3419127412781592,"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."}}