{"id":"W2157372845","doi":"10.1109/cbms.2010.6042642","title":"Stream computing and its application to critical care","year":2010,"lang":"en","type":"article","venue":"","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Computer science; Medical diagnosis; Process (computing); Critically ill; Intensive care; Blood stream; Remote patient monitoring; Intensive care medicine; Medicine; Operating system; Pathology","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":[0.0007107307,0.0005278297,0.0003728212,0.0007963819,0.0004667415,0.002125479,0.0004747898,0.0007930362,0.009470806],"category_scores_gemma":[0.002646254,0.000208079,0.000342753,0.00221603,0.000809764,0.001384553,0.0008689152,0.001446248,0.00164599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007637659,"about_ca_system_score_gemma":0.0005617989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295783,"about_ca_topic_score_gemma":0.0009009355,"domain_scores_codex":[0.9995453,0.0001124952,0.00003157235,0.00006721632,0.000213689,0.00002976233],"domain_scores_gemma":[0.9988409,0.0006575819,0.00005318053,0.00007163994,0.0002878224,0.00008895283],"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":[0.000112492,0.00005370816,0.001694952,0.0007139212,0.00004642502,0.0003719917,0.0003037735,0.02671613,0.001794358,0.4712101,0.07468689,0.4222952],"study_design_scores_gemma":[0.00002148024,0.0001153993,0.001278796,0.000456028,0.00003410432,0.000492573,0.0001535388,0.2083453,0.001826289,0.3999013,0.3873398,0.00003532921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0225959,0.1776493,0.5877556,0.0215447,0.01232936,0.0003052323,0.0006057169,0.001809819,0.1754044],"genre_scores_gemma":[0.4517879,0.1828228,0.2741047,0.003290452,0.01882253,0.0004282027,0.0008980699,0.0004360311,0.06740917],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009470806,"threshold_uncertainty_score":0.03168297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600137116406322,"score_gpt":0.3872898279000287,"score_spread":0.3612884567359655,"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."}}