{"id":"W2100368765","doi":"10.1155/2012/580186","title":"Real-Time Clinical Decision Support System with Data Stream Mining","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedicine and Biotechnology","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Data science; Field (mathematics); Decision support system; Data mining; Software; Data stream; Data stream mining","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":[0.001877597,0.0005286323,0.0008265353,0.001083646,0.0003895831,0.001833898,0.001237375,0.0008348555,0.002923789],"category_scores_gemma":[0.004421962,0.0003635691,0.0006586077,0.0009670781,0.0002723605,0.001474501,0.000923708,0.0008863587,0.001176873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004464624,"about_ca_system_score_gemma":0.001228959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007554733,"about_ca_topic_score_gemma":0.0005840303,"domain_scores_codex":[0.9987913,0.0002810509,0.000222019,0.0002814146,0.000353387,0.00007080855],"domain_scores_gemma":[0.9979323,0.001002695,0.0001859771,0.0002780975,0.0004353467,0.0001655612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002776887,0.001397082,0.02467679,0.001093205,0.0005369802,0.002868433,0.0009200191,0.04885413,0.03962497,0.0185869,0.0381566,0.8205079],"study_design_scores_gemma":[0.0008354767,0.001085827,0.005575877,0.0001838122,0.0004431375,0.003192179,0.0001719302,0.8576559,0.05362822,0.01599824,0.06107588,0.0001534984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0430611,0.0006888298,0.9304664,0.001923593,0.0004044533,0.0008642865,0.001155324,0.01741596,0.004019911],"genre_scores_gemma":[0.4151015,0.0007622693,0.5737492,0.001238506,0.0005367363,0.001040881,0.002154385,0.0002852497,0.005131261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002923789,"threshold_uncertainty_score":0.009929776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03656716972369448,"score_gpt":0.3334920832397414,"score_spread":0.2969249135160469,"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."}}