{"id":"W4205598825","doi":"10.1109/bigdata52589.2021.9671579","title":"An Alert Notification Subsystem for AI Based Clinical Decision Support: A Protoype in NICU","year":2021,"lang":"en","type":"article","venue":"2021 IEEE International Conference on Big Data (Big Data)","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital; Ontario Tech University","funders":"HORIZON EUROPE Health","keywords":"Workflow; Analytics; Computer science; Premise; Context (archaeology); Schedule; Service (business); Big data; Decision support system; Clinical decision support system; Health care; Medical emergency; Data science; Medicine; Data mining; Database","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":[0.001229159,0.0005847522,0.0004994062,0.0007729881,0.0008551328,0.001536984,0.001544454,0.001089918,0.002713904],"category_scores_gemma":[0.003468184,0.0003146125,0.0002747159,0.0005575264,0.0004078617,0.00119966,0.001030097,0.0007378724,0.001188837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053987,"about_ca_system_score_gemma":0.001549198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01117717,"about_ca_topic_score_gemma":0.009223491,"domain_scores_codex":[0.9991609,0.0002350442,0.00009365814,0.0002133463,0.0001960247,0.0001011111],"domain_scores_gemma":[0.9979863,0.0006806414,0.0001378904,0.0003992488,0.0005114435,0.0002844728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004379479,0.002139654,0.1235261,0.00111657,0.0004484171,0.008642556,0.00423607,0.06037998,0.1696724,0.01215262,0.04972271,0.5635835],"study_design_scores_gemma":[0.0001753762,0.000906053,0.02939411,0.0002089376,0.0002366666,0.002249066,0.001221355,0.7864457,0.1137077,0.004086588,0.06118933,0.000179081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5171586,0.001432327,0.3972099,0.006525755,0.0007549939,0.001749819,0.002303831,0.050159,0.02270579],"genre_scores_gemma":[0.8945771,0.0002721963,0.09739789,0.0007092601,0.0001034078,0.0001838205,0.0007247356,0.0002226399,0.005808881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01117717,"threshold_uncertainty_score":0.02222425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.476163957225294,"score_gpt":0.4845012723773186,"score_spread":0.008337315152024571,"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."}}