{"id":"W2508391307","doi":"10.20533/iji.1742.4712.2011.0054","title":"Tool Support and Data Management for Business Analytics Applications in Healthcare","year":2011,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Analytics; Health care; Data analysis; Business intelligence; Business; Computer science; Business analytics; Data science; Knowledge management; Process management; Data mining; Business analysis; Business model; Marketing; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01068657,0.0008789439,0.0008758139,0.003189357,0.0009027979,0.009785618,0.002678571,0.002011699,0.01104177],"category_scores_gemma":[0.02940939,0.0007411255,0.0008663998,0.004099493,0.0008056854,0.006074456,0.00368665,0.001891068,0.006993555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009029847,"about_ca_system_score_gemma":0.002205512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736539,"about_ca_topic_score_gemma":0.001233738,"domain_scores_codex":[0.9933451,0.002535158,0.001199719,0.0007927374,0.001786771,0.0003405165],"domain_scores_gemma":[0.9828367,0.009843993,0.0009347454,0.003846862,0.001768729,0.0007690887],"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":[0.0007688464,0.0002940625,0.007847399,0.001474372,0.0002215138,0.002116028,0.003097741,0.007128032,0.01158851,0.09220181,0.1144788,0.7587827],"study_design_scores_gemma":[0.0002723998,0.0002426612,0.005677021,0.001806425,0.000208032,0.002645579,0.001209652,0.09149615,0.02796969,0.1798747,0.6883735,0.0002241409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02499185,0.008574145,0.8243266,0.03014445,0.001055939,0.0008659063,0.005798033,0.05211185,0.05213118],"genre_scores_gemma":[0.3306644,0.006509918,0.6223148,0.005800589,0.001298399,0.0007196084,0.01000978,0.003134108,0.01954834],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01104177,"threshold_uncertainty_score":0.05651659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814895223257196,"score_gpt":0.3697557873724672,"score_spread":0.1882662650467476,"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."}}