{"id":"W4285806988","doi":"10.1016/j.hrthm.2022.07.015","title":"Revaluing ablation therapy: History, recent developments, and future Heart Rhythm Society strategy","year":2022,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Heart Rhythm; Ablation; Rhythm; Cardiology; Internal medicine; Ablation Therapy; Catheter ablation; Intensive care 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01017086,0.0002402892,0.0007390202,0.0001606562,0.0006725129,0.00006548193,0.0001002922,0.0001307138,0.003647388],"category_scores_gemma":[0.0001400675,0.0003262975,0.0001364936,0.0002078533,0.00005786361,0.0004068241,0.00009728385,0.0003903637,0.0003832108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002197706,"about_ca_system_score_gemma":0.0004282809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000265131,"about_ca_topic_score_gemma":0.0000213125,"domain_scores_codex":[0.996033,0.0004168033,0.002147522,0.0007223196,0.0001917234,0.0004886539],"domain_scores_gemma":[0.9982534,0.0002167708,0.0008445883,0.0004328327,0.0000671989,0.0001852059],"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":[0.00006241714,0.0002130988,0.01508476,0.0003634396,0.0001887781,0.000005540902,0.01220267,0.000512541,0.00002579006,0.04852905,0.9159563,0.006855573],"study_design_scores_gemma":[0.0006442151,0.00008638809,0.02710832,0.00001433595,0.000002713232,0.0002292807,0.001428777,0.001282383,0.000003120512,0.001742039,0.9671197,0.0003387257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6367207,0.1128047,0.0004833808,0.232662,0.00677586,0.002984183,0.0003044659,0.0003773919,0.00688742],"genre_scores_gemma":[0.7010967,0.02822636,0.0328911,0.212857,0.008447511,0.001991327,0.0006901816,0.0004343066,0.01336554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08457834,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2536895970195002,"score_gpt":0.3717719256910811,"score_spread":0.1180823286715809,"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."}}