{"id":"W2180497926","doi":"10.2196/medinform.4640","title":"Real-Time and Retrospective Health-Analytics-as-a-Service: A Novel Framework","year":2015,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Computer science; Analytics; Cloud computing; Software deployment; Big data; Data science; Service (business); Health care; Health informatics; Personalization; Data mining; World Wide Web; Software engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004572405,0.000948436,0.0007148236,0.001635045,0.001169202,0.004795732,0.002493659,0.001866934,0.001302838],"category_scores_gemma":[0.004170591,0.0005189421,0.001640702,0.001478177,0.002431779,0.005432689,0.004393759,0.002483391,0.0006858429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002274883,"about_ca_system_score_gemma":0.004676198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046511,"about_ca_topic_score_gemma":0.007501416,"domain_scores_codex":[0.9966775,0.001082978,0.0003014925,0.0006624714,0.0009856492,0.0002898214],"domain_scores_gemma":[0.997686,0.0006946058,0.0002061404,0.0004963242,0.0005535845,0.0003632584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003065617,0.0004276456,0.004259479,0.0005744511,0.0002293366,0.00106595,0.001341081,0.0920084,0.01006365,0.7193214,0.01819351,0.1522085],"study_design_scores_gemma":[0.00005212023,0.0001235462,0.0006385773,0.0001297928,0.00008683644,0.0005771046,0.0003404342,0.7921826,0.003746297,0.1218231,0.0802215,0.00007811118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003679302,0.0004293607,0.9890453,0.001614207,0.0001177937,0.0002496129,0.0001762703,0.001710814,0.002977445],"genre_scores_gemma":[0.1444217,0.0008134961,0.850885,0.0004433666,0.0002501376,0.0003621196,0.0005942865,0.0001658352,0.002064035],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01046511,"threshold_uncertainty_score":0.02418149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04906858290049858,"score_gpt":0.3793809429964995,"score_spread":0.3303123600960009,"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."}}