{"id":"W2799557427","doi":"10.1016/j.hrthm.2018.04.021","title":"Cryoballoon Best Practices II: Practical guide to procedural monitoring and dosing during atrial fibrillation ablation from the perspective of experienced users","year":2018,"lang":"en","type":"review","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Perspective (graphical); Dosing; Ablation; Paroxysmal atrial fibrillation; Intensive care medicine; Internal medicine; Computer science","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":[0.0003851579,0.0002973987,0.0009272543,0.0001424027,0.0002884367,0.00009696303,0.00004890521,0.0001956702,0.00003182894],"category_scores_gemma":[0.003313279,0.0002114717,0.000329246,0.000362576,0.00008489078,0.0004469153,0.0001709968,0.0001996827,0.00002529954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439951,"about_ca_system_score_gemma":0.0002286751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003802549,"about_ca_topic_score_gemma":0.00001173509,"domain_scores_codex":[0.9979089,0.0001638823,0.0007069657,0.0005000854,0.0004860282,0.0002341764],"domain_scores_gemma":[0.9976645,0.0007454082,0.000898813,0.000322081,0.0002585362,0.0001107287],"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":[0.0137869,0.000160908,0.1334438,0.04986176,0.01160938,0.0002986094,0.09128524,0.0004449443,0.002082624,0.004842709,0.01928395,0.6728992],"study_design_scores_gemma":[0.0006774613,0.0002652174,0.002284262,0.0067037,0.00156196,0.0002433428,0.002656056,0.00003946499,0.00007175703,0.00001719944,0.9851909,0.000288635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08306862,0.9076754,0.00004982176,0.004210647,0.001150502,0.003289559,0.00001180494,0.00008645745,0.0004571288],"genre_scores_gemma":[0.007839619,0.9618232,0.008789918,0.00003541236,0.02038351,0.00001385537,0.00003890376,0.00007485525,0.00100069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.965907,"threshold_uncertainty_score":0.8623564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490431710123367,"score_gpt":0.4598619394703924,"score_spread":0.3108187684580557,"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."}}