{"id":"W2413514080","doi":"","title":"Speed, safety and ROI. When executives at St. John's Episcopal Hospital wanted to increase imaging efficiency, they started looking at PACS.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Psychology; Management; Art; Business; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01441046,0.000779752,0.0005848453,0.00281219,0.001397129,0.006757444,0.0009925852,0.002523931,0.02277472],"category_scores_gemma":[0.08268281,0.0007267621,0.0006279393,0.001895686,0.001994208,0.007387525,0.001504207,0.004115789,0.004134198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0048268,"about_ca_system_score_gemma":0.004313916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00945912,"about_ca_topic_score_gemma":0.01627551,"domain_scores_codex":[0.9886861,0.003236047,0.001169454,0.000968824,0.005258007,0.0006815713],"domain_scores_gemma":[0.9242862,0.03995426,0.00598842,0.00178713,0.02216505,0.005818901],"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":[0.0008998268,0.0002125815,0.04950212,0.001211904,0.0001902238,0.0003760591,0.0007900271,0.001158767,0.003463215,0.0271344,0.2145265,0.7005344],"study_design_scores_gemma":[0.0004456329,0.002636481,0.189234,0.003052328,0.0008580392,0.005867687,0.004098562,0.007143197,0.02053552,0.06563759,0.6998653,0.0006257444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07571742,0.08523811,0.07858367,0.4519533,0.01726552,0.000851343,0.001703496,0.002601661,0.2860855],"genre_scores_gemma":[0.5900639,0.03622566,0.1502274,0.06630979,0.01024837,0.0006292663,0.0008048396,0.001879221,0.1436116],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02277472,"threshold_uncertainty_score":0.07621074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021123206459419,"score_gpt":0.2514058119034048,"score_spread":0.2411945798388106,"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."}}