{"id":"W1986050361","doi":"10.4061/2011/589781","title":"Cost of AF Ablation: Where Do We Stand?","year":2011,"lang":"en","type":"article","venue":"Cardiology Research and Practice","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Ablation; Quality of life (healthcare); Intensive care medicine; Indirect costs; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204177,0.00005716919,0.000243093,0.0001119794,0.00008128254,0.000009823511,0.00004568965,0.00008637447,0.0003397963],"category_scores_gemma":[0.00156772,0.00004543772,0.0000454491,0.0001770548,0.0002364895,0.0001794463,0.000071832,0.0002055249,0.00006813108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001604963,"about_ca_system_score_gemma":0.00007111103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001462011,"about_ca_topic_score_gemma":0.000001171203,"domain_scores_codex":[0.9988523,0.0004339899,0.0001534897,0.0001562554,0.0002177365,0.0001862908],"domain_scores_gemma":[0.9976961,0.00153069,0.00005850113,0.0002044227,0.0004149731,0.00009531397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01829885,0.00004436843,0.7591904,0.0008304895,0.001648008,0.0005500584,0.005161467,0.000006465235,0.001287349,0.08256955,0.06277007,0.06764298],"study_design_scores_gemma":[0.001065826,0.0006290724,0.05212104,0.00004276198,0.0000952219,0.0001417587,0.003837796,0.000009124355,0.000113157,0.001252057,0.940634,0.00005817588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05992991,0.07760432,0.00263056,0.03251218,0.0004652327,0.001953816,0.0000181135,0.00007121965,0.8248147],"genre_scores_gemma":[0.970498,0.02243136,0.001326483,0.00003510412,0.0005746855,0.00000560233,0.000004169442,0.000009935316,0.005114682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9105681,"threshold_uncertainty_score":0.3720531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4478319950789887,"score_gpt":0.4945023776216331,"score_spread":0.04667038254264438,"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."}}