{"id":"W250134037","doi":"10.1007/978-94-015-9791-3_34","title":"A Retrospective Musing on Surgery for Cardiac Arrhythmias","year":2001,"lang":"en","type":"book-chapter","venue":"Developments in cardiovascular medicine","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; University of Ottawa","funders":"","keywords":"Medicine; Cardiac surgery; Witness; Surgery; Intensive care medicine; Cardiology","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":[0.0006936259,0.0004206987,0.0002420149,0.001968055,0.0007538217,0.001344789,0.0003915029,0.0007975434,0.01686451],"category_scores_gemma":[0.002102826,0.0002632737,0.0002193851,0.001438072,0.0007050718,0.00236684,0.0009257531,0.001499116,0.003875483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009104958,"about_ca_system_score_gemma":0.001021105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664838,"about_ca_topic_score_gemma":0.006956215,"domain_scores_codex":[0.99976,0.00005927562,0.0000184352,0.000034128,0.0001020224,0.00002610192],"domain_scores_gemma":[0.9989104,0.0007086564,0.00004707205,0.00006591265,0.0002037932,0.00006419131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006068813,0.00004052529,0.0005961634,0.0002467806,0.000007244998,0.000271923,0.0006649291,0.0005341694,0.001013386,0.05251975,0.4170794,0.5269651],"study_design_scores_gemma":[0.000001328935,0.00001895758,0.00102198,0.0002073213,0.000003165311,0.0003883004,0.0001322861,0.00009217874,0.0002769502,0.003492849,0.9943592,0.000005532845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01426321,0.1719661,0.0191172,0.0401911,0.03296099,0.0001364902,0.00113588,0.0002734649,0.7199556],"genre_scores_gemma":[0.02942433,0.09228975,0.006594517,0.01386554,0.008002534,0.00006248007,0.0007640379,0.0003117397,0.8486851],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01686451,"threshold_uncertainty_score":0.05641741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03424290703401243,"score_gpt":0.2667654315838834,"score_spread":0.232522524549871,"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."}}