{"id":"W2100320843","doi":"10.2196/jmir.1867","title":"Opportunities and Challenges of Cloud Computing to Improve Health Care Services","year":2011,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":508,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Cloud computing; Health care; Services computing; Cloud computing security; Utility computing; Knowledge management; Computer science; Business; Process management; World Wide Web; Web service","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":[0.006002031,0.00009156504,0.0002978611,0.0003657569,0.00006309737,0.00006402165,0.001798915,0.00006846493,0.00001977575],"category_scores_gemma":[0.0001265152,0.00006622292,0.00006048375,0.0001580974,0.0001307258,0.0000301477,0.00188551,0.0005476088,0.0000029438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005605341,"about_ca_system_score_gemma":0.0002052741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005348921,"about_ca_topic_score_gemma":0.00005139838,"domain_scores_codex":[0.9966773,0.0004024619,0.0005575691,0.0002059593,0.001801898,0.0003548256],"domain_scores_gemma":[0.9982443,0.0002519987,0.0002370723,0.0002585187,0.0004608375,0.0005472444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003668439,0.0001344566,0.0001275592,0.0009760196,0.00008271185,0.0002087152,0.1055605,0.000007933975,0.000007169955,0.02555881,0.00205498,0.8652445],"study_design_scores_gemma":[0.006395489,0.03297703,0.02133495,0.02112564,0.000049991,0.001622639,0.5031872,0.2049597,0.003492942,0.005701483,0.1978091,0.00134386],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160751,0.01635744,0.01236427,0.05018559,0.0009864254,0.0002100499,8.379285e-7,0.00003111382,0.003789203],"genre_scores_gemma":[0.9951389,0.001037717,0.00297417,0.0004218216,0.0003325447,6.531939e-7,8.065069e-8,0.000006620591,0.00008749861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8639007,"threshold_uncertainty_score":0.3342862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1680165753297131,"score_gpt":0.3854405789047576,"score_spread":0.2174240035750445,"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."}}