{"id":"W2772989883","doi":"10.1097/mlr.0000000000000838","title":"Validation of an Algorithm to Identify Infective Endocarditis in People Who Inject Drugs","year":2017,"lang":"en","type":"article","venue":"Medical Care","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Lawson Health Research Institute; London Health Sciences Centre; Western University","funders":"","keywords":"Infective endocarditis; Medicine; Endocarditis; Intensive care medicine; Algorithm; Computer science; Internal medicine","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":[0.01594406,0.0008821608,0.0008209394,0.004089474,0.0006920749,0.002133753,0.001238486,0.001189912,0.0009288897],"category_scores_gemma":[0.06952183,0.0003524124,0.001163196,0.001466257,0.0004577837,0.001168708,0.001086554,0.0009110217,0.0004100576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180252,"about_ca_system_score_gemma":0.00316106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003467758,"about_ca_topic_score_gemma":0.002816151,"domain_scores_codex":[0.9903521,0.004186243,0.002037388,0.001430112,0.001648132,0.0003461058],"domain_scores_gemma":[0.9420785,0.03536481,0.006882343,0.002227077,0.01268471,0.00076252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008586854,0.0004718797,0.884236,0.0001512092,0.0004105995,0.0001475125,0.0002759628,0.02028942,0.001826865,0.0005825502,0.002221724,0.08852763],"study_design_scores_gemma":[0.0003154569,0.0009557038,0.2678081,0.0002563283,0.0003861459,0.00155148,0.0003168336,0.7147343,0.008818616,0.001743535,0.003020479,0.0000929767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8673063,0.0006887487,0.1240969,0.0006147996,0.0001643191,0.001564653,0.001919268,0.001110389,0.002534618],"genre_scores_gemma":[0.8103277,0.000163966,0.1858762,0.000168765,0.00004986721,0.0006191886,0.002415091,0.00007388354,0.0003054731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01594406,"threshold_uncertainty_score":0.08432126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149944942629955,"score_gpt":0.3524124350162799,"score_spread":0.3409129855899804,"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."}}