{"id":"W3036464081","doi":"10.1093/europace/euaa162.069","title":"P549CIED infection risk score validation using US health claims data","year":2020,"lang":"en","type":"article","venue":"EP Europace","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université Laval","funders":"","keywords":"Medicine; Population; Data extraction; Predictive value; Internal medicine; Emergency medicine; Intensive care medicine; MEDLINE","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":[0.01514857,0.0006843334,0.000692988,0.002689483,0.0004274611,0.001788661,0.001313526,0.0007386697,0.005304058],"category_scores_gemma":[0.06150334,0.0003037624,0.001926952,0.002450164,0.0004298648,0.0006741735,0.001277771,0.001341838,0.00182601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009614886,"about_ca_system_score_gemma":0.002677032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007197184,"about_ca_topic_score_gemma":0.005149004,"domain_scores_codex":[0.9921433,0.002733445,0.001294148,0.001478924,0.0019911,0.0003591319],"domain_scores_gemma":[0.9665402,0.01811373,0.003932633,0.004529736,0.00631885,0.0005649597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002312961,0.000903683,0.9010494,0.0005487221,0.001123934,0.0003041945,0.0001520487,0.01647922,0.0008836666,0.001093895,0.0283896,0.04675853],"study_design_scores_gemma":[0.001301545,0.00137059,0.834765,0.0009108379,0.0005238809,0.0007633672,0.0003614125,0.129519,0.003605159,0.001959004,0.02482499,0.00009534513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7414417,0.0006059468,0.02062129,0.001149393,0.0001870544,0.002427984,0.2274646,0.0005391245,0.005563037],"genre_scores_gemma":[0.7561962,0.0002131238,0.01961015,0.0003176907,0.00008911169,0.001828464,0.2206445,0.00006095975,0.001039733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01514857,"threshold_uncertainty_score":0.08011425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7243929919077208,"score_gpt":0.4827545252674831,"score_spread":0.2416384666402377,"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."}}