{"id":"W1986320609","doi":"10.1186/1472-6963-8-234","title":"Impact of picture archiving communication systems on rates of duplicate imaging: a before-after study","year":2008,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; McMaster University","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Heart and Stroke Foundation of Canada","keywords":"Medicine; Pelvis; Health informatics; Nuclear medicine; Medical imaging; Radiology; DICOM; Abdomen; Neuroradiology; Radiology information systems; Picture archiving and communication system; Medical physics; Public health; Neurology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007697879,0.00041048,0.000625722,0.001077412,0.000852245,0.001195772,0.001013462,0.0009419605,0.002278389],"category_scores_gemma":[0.02742555,0.0005197854,0.002063865,0.001457232,0.001061945,0.0008668536,0.0007840228,0.0015528,0.0003447202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003211237,"about_ca_system_score_gemma":0.003009711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.054337,"about_ca_topic_score_gemma":0.05476209,"domain_scores_codex":[0.990909,0.002682448,0.0007676409,0.001280071,0.003256437,0.001104217],"domain_scores_gemma":[0.9489509,0.01739477,0.02040184,0.004204856,0.005939922,0.00310768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003642215,0.0007949919,0.9901037,0.00005181554,0.0003737898,0.00008301495,0.0003269999,0.00006770973,0.0001330585,0.00003235444,0.0002098884,0.004180538],"study_design_scores_gemma":[0.00004180729,0.001362543,0.9979333,0.000008802466,0.0001030517,0.00003730622,0.0001488149,0.00006534396,0.00007647019,0.000007821591,0.0002080064,0.00000691427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997985,0.0005933836,0.0001236592,0.00009995821,0.00002346423,0.0000804197,0.0003051199,0.000004465467,0.000784596],"genre_scores_gemma":[0.9987941,0.0001511863,0.0001290053,0.00008521842,0.00004089382,0.00004435013,0.0002969002,0.000006512488,0.0004518996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.054337,"threshold_uncertainty_score":0.1080415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05238796233225029,"score_gpt":0.435438424042647,"score_spread":0.3830504617103968,"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."}}