{"id":"W7001045618","doi":"","title":"An Interactive Machine Learning Approach to Integrating Physician Expertise into Delirium Prediction Model Development","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Neurocognitive; Perspective (graphical); Health care; Acute care; Artificial neural network; Clinical decision support system; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003292008,0.0008900702,0.0006377651,0.0008533347,0.0005057956,0.001729707,0.001572974,0.0009760165,0.005232539],"category_scores_gemma":[0.01314099,0.0004530456,0.0007114659,0.0006618078,0.0003662565,0.001215922,0.002204228,0.00209035,0.001154699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009234609,"about_ca_system_score_gemma":0.00133103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005864799,"about_ca_topic_score_gemma":0.01006753,"domain_scores_codex":[0.9988542,0.0006440803,0.00006474882,0.0001847468,0.000176051,0.00007609526],"domain_scores_gemma":[0.9916367,0.006885265,0.0002308178,0.0003480157,0.0007344223,0.0001646395],"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":[0.0002731872,0.0006081494,0.01158378,0.0002272035,0.000199714,0.0002489353,0.000864001,0.4577748,0.005876064,0.009492286,0.007856046,0.5049958],"study_design_scores_gemma":[0.00001008062,0.00004555772,0.0003719854,0.00001229048,0.00001534372,0.00001968133,0.00003354634,0.9941087,0.00130435,0.002612251,0.001457828,0.000008365323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03933571,0.0003173594,0.9491618,0.001073659,0.00005682392,0.0002108703,0.0003215385,0.00447265,0.005049563],"genre_scores_gemma":[0.3675255,0.0002395356,0.6262117,0.0004074833,0.0001267593,0.0004626508,0.0008407481,0.0002391222,0.003946566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005864799,"threshold_uncertainty_score":0.01750457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648052271635348,"score_gpt":0.3569403634312045,"score_spread":0.330459840714851,"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."}}