{"id":"W2062629991","doi":"10.5339/qfarf.2013.icto-010","title":"The HAIL platform for big health data","year":2013,"lang":"en","type":"article","venue":"Qatar Foundation Annual Research Forum Volume 2013 Issue 1","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Big data; Analytics; Data science; Health care; Computer science; Business intelligence; Data warehouse; Predictive analytics; Data analysis; Workflow; Situation awareness; Data visualization; Knowledge management; Visualization; Data mining; Database; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006307125,0.001371994,0.00114444,0.001950295,0.0007842873,0.00636678,0.004825671,0.002116435,0.05205591],"category_scores_gemma":[0.01605787,0.0008773846,0.001255953,0.001916066,0.001283659,0.006170354,0.0107172,0.003652062,0.0284169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125933,"about_ca_system_score_gemma":0.002096475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217261,"about_ca_topic_score_gemma":0.001955797,"domain_scores_codex":[0.9963651,0.0008976379,0.0003018427,0.0005774472,0.001546678,0.0003113541],"domain_scores_gemma":[0.9904198,0.003796571,0.0005277771,0.002975799,0.0009276555,0.001352382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001792634,0.0002394146,0.002403643,0.001486631,0.0001858312,0.0009089707,0.0008885387,0.007718636,0.006891582,0.0761228,0.7688728,0.1324886],"study_design_scores_gemma":[0.0007394727,0.0001985823,0.002493554,0.0004445277,0.00005119033,0.0005133986,0.0004260909,0.09241685,0.006864028,0.1382291,0.7573621,0.0002610912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.004443246,0.002278722,0.4192537,0.01254089,0.001604516,0.001738135,0.06891377,0.429448,0.059779],"genre_scores_gemma":[0.1476377,0.003498763,0.5167382,0.01523696,0.002175031,0.00540496,0.2335624,0.0403853,0.03536051],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05205591,"threshold_uncertainty_score":0.1741444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2916118704270202,"score_gpt":0.5470181352319368,"score_spread":0.2554062648049166,"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."}}