{"id":"W2915358442","doi":"10.21037/jtd.2019.02.20","title":"Catheter ablation: an ongoing revolution","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Catheter ablation; Ablation; Catheter; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002296228,0.00023886,0.0005815544,0.0002666987,0.00005040788,0.00004675836,0.00008831616,0.0002423162,0.000179176],"category_scores_gemma":[0.00009504679,0.0001799585,0.0007483414,0.00009158874,0.00002846202,0.0002905788,0.00002513427,0.0008897469,0.0001215445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002896303,"about_ca_system_score_gemma":0.0004478665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005049635,"about_ca_topic_score_gemma":2.558606e-7,"domain_scores_codex":[0.9982764,0.0001201324,0.0004764218,0.0002111703,0.0006935814,0.0002223195],"domain_scores_gemma":[0.9982756,0.00004276467,0.0006183756,0.0004830597,0.0003128264,0.0002673456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007879415,0.000280437,0.01172578,0.00117433,0.0006908305,0.01429873,0.00008452882,0.00004161577,0.000009395091,0.000002209874,0.9617206,0.009183565],"study_design_scores_gemma":[0.001549585,0.001039308,0.0727639,0.004496342,0.007090595,0.002258602,0.00002661669,0.0001361987,0.00002123152,0.0002811284,0.9098287,0.0005077718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2126969,0.01000923,0.0005507613,0.7645926,0.005805572,0.001319201,0.0003570244,0.00007573739,0.004592934],"genre_scores_gemma":[0.4318031,0.0005827863,0.00210704,0.4954621,0.0505057,0.00001713422,0.00126191,0.0002491518,0.01801112],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2691306,"threshold_uncertainty_score":0.7338495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212613675545451,"score_gpt":0.3337946949519071,"score_spread":0.3116685581964526,"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."}}