{"id":"W4286314341","doi":"10.1016/j.hrthm.2022.03.680","title":"EN-580-01 RISK PREDICTION TOOL FOR CARDIAC PERFORATION DURING TRANSVENOUS LEAD EXTRACTION: A CANADIAN LEAD EXTRACTION RISK (CLEAR) STUDY SCORE","year":2022,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lead (geology); Perforation; Complication; Incidence (geometry); Risk assessment; Surgery; Extraction (chemistry)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001007806,0.0002550006,0.0005836931,0.0003608224,0.002263344,0.00006005812,0.00001678521,0.0001096537,0.00007460765],"category_scores_gemma":[0.0002097588,0.0002828864,0.0003753392,0.0003939421,0.0000361832,0.000265466,0.00002143462,0.0006226015,0.00004652549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008652756,"about_ca_system_score_gemma":0.0002942172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615882,"about_ca_topic_score_gemma":0.006083722,"domain_scores_codex":[0.9976071,0.0003166893,0.0004925568,0.0005574541,0.0005785488,0.0004476603],"domain_scores_gemma":[0.9988803,0.0001988411,0.0001739509,0.0003921209,0.000184431,0.0001703066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004525736,0.0007964822,0.8861856,0.0003768952,0.001628319,0.0001412229,0.02215548,0.02924375,0.006489852,0.0000235296,0.02082365,0.02760948],"study_design_scores_gemma":[0.002774884,0.001917569,0.8360649,0.00004571891,0.0008866104,0.002874145,0.01077168,0.002207299,0.0005445303,0.00001396253,0.141517,0.0003817068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99215,0.0007585921,0.0005975972,0.0003620514,0.001855361,0.002235065,0.0005698625,0.0002525688,0.001218871],"genre_scores_gemma":[0.9956738,0.0002700913,0.000201295,0.00004866222,0.001602488,0.0005762469,0.0001262463,0.00006185387,0.001439346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1206933,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347203530221299,"score_gpt":0.2907688367657515,"score_spread":0.2672968014635386,"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."}}