{"id":"W2891734245","doi":"","title":"QUALITY IMPROVEMENT IN RADIOGRAPHY IN A NEONATAL INTENSIVE CARE UNIT","year":2008,"lang":"en","type":"article","venue":"Archives of Disease in Childhood","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; McMaster Children's Hospital","funders":"","keywords":"Medicine; Neonatal intensive care unit; Audit; Quality management; Radiography; Documentation; Medical physics; Quality assurance; Requisition; Pediatrics; Medical emergency; Radiology; Operations management; Pathology","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":[0.00005543765,0.0001251325,0.00029576,0.0007578079,0.00002046169,0.000003191773,0.0001018584,0.00001933732,0.00001205379],"category_scores_gemma":[0.0002236618,0.0001230699,0.000136814,0.0004052112,0.0001291979,0.00009755538,0.00004799139,0.0002105871,0.000001766986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002360304,"about_ca_system_score_gemma":0.0001972753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000493823,"about_ca_topic_score_gemma":0.000128118,"domain_scores_codex":[0.9988474,0.00007019849,0.0004311191,0.0002498487,0.0001831282,0.0002182623],"domain_scores_gemma":[0.9993636,0.0001102132,0.00007911493,0.0002593652,0.00003344279,0.0001542555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003310728,0.0002008714,0.9411728,0.00008976654,0.00002123232,0.0001337676,0.03218696,0.00008090341,0.0001753473,0.00005618132,0.000009166162,0.02554196],"study_design_scores_gemma":[0.004261928,0.0001063363,0.9866712,0.0003266748,0.00001108476,0.000003426161,0.007267214,0.0001582867,0.0004689821,0.0005580111,0.00005194429,0.0001149083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960331,0.002045995,0.00001368917,0.0006184129,0.00002997004,0.0004486002,0.00004607573,0.00001312606,0.0007510678],"genre_scores_gemma":[0.9987261,0.0003372671,0.0001198743,0.0006459112,0.00002998356,0.00002733453,0.00009290421,0.00001243987,0.000008158519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04549843,"threshold_uncertainty_score":0.5018646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414668233374325,"score_gpt":0.2814036782384386,"score_spread":0.2672569959046954,"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."}}