{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009096583,0.0002126046,0.0003763057,0.001183991,0.0004860668,0.0009440343,0.0005914758,0.0002846471,0.0008389166],"category_scores_gemma":[0.05889898,0.0001773438,0.0002597128,0.001133819,0.0004418315,0.0006003018,0.0009246767,0.0003425957,0.0001269747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543978,"about_ca_system_score_gemma":0.002250917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003544541,"about_ca_topic_score_gemma":0.004552791,"domain_scores_codex":[0.9885057,0.007029664,0.001044147,0.0004851648,0.002516108,0.0004191258],"domain_scores_gemma":[0.9655435,0.01217101,0.01509394,0.001355636,0.004391848,0.001444073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006964734,0.0007905011,0.7395114,0.000871203,0.0001190179,0.0004206227,0.002834963,0.0006764507,0.002732932,0.00006955683,0.00120692,0.25007],"study_design_scores_gemma":[0.00003041794,0.002337634,0.9935041,0.000153793,0.00003759783,0.0003485457,0.0008299211,0.0003929714,0.001573502,0.00003437428,0.0007433635,0.00001376625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937895,0.002305758,0.001554197,0.0004753413,0.00004219892,0.0002128349,0.00006887888,0.00007538989,0.00147596],"genre_scores_gemma":[0.9957908,0.0007393968,0.003002314,0.00009042227,0.0000448746,0.00005794536,0.00006109712,0.000005204911,0.0002080318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009096583,"threshold_uncertainty_score":0.04810786,"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."}}