{"id":"W2276227655","doi":"10.1542/peds.2015-0312","title":"Evidence, Quality, and Waste: Solving the Value Equation in Neonatology","year":2016,"lang":"en","type":"review","venue":"PEDIATRICS","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Neonatology; Health care; Quality (philosophy); Quality management; Intensive care; Evidence-based medicine; Intensive care medicine; Operations management; Alternative medicine; Economic growth; Pregnancy; Management system","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":[0.003180434,0.0002180363,0.00101368,0.0005480882,0.00008812755,0.00005915119,0.0003340335,0.0002784731,0.00003413591],"category_scores_gemma":[0.001630488,0.000163668,0.0001449928,0.0004731813,0.00004398996,0.0001441288,0.0002554908,0.0003104483,0.0003274513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004451,"about_ca_system_score_gemma":0.0001158409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366525,"about_ca_topic_score_gemma":0.0001185831,"domain_scores_codex":[0.9976388,0.0002051005,0.001280941,0.0004529677,0.00005347129,0.0003686713],"domain_scores_gemma":[0.9971183,0.001586395,0.0008175528,0.0003917523,0.00001839332,0.00006760613],"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":[7.655261e-7,0.000007910725,0.0005490814,0.005669254,0.000009644052,0.000001810492,0.00008847736,8.416319e-7,3.597735e-10,0.4552546,0.0003959216,0.5380217],"study_design_scores_gemma":[0.00008329261,0.00001466091,0.0001253322,0.0009011737,0.00003076719,0.00000273182,0.00001186285,0.00004141164,3.469073e-9,0.02867579,0.9699011,0.0002118586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001249474,0.9916996,0.0012731,0.003482422,0.0005947658,0.0005851599,0.000062088,0.00001595396,0.002274406],"genre_scores_gemma":[0.0002893595,0.9981276,0.00008785885,0.0003781129,0.0006424686,0.000111035,0.000007896719,0.00002582254,0.0003297828],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9695052,"threshold_uncertainty_score":0.6674188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3401465985966926,"score_gpt":0.4019765887646595,"score_spread":0.06182999016796698,"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."}}