{"id":"W4317358829","doi":"10.1007/s10840-023-01476-1","title":"First-line cryoballoon ablation for AF: the real world is a great mirror","year":2023,"lang":"en","type":"letter","venue":"Journal of Interventional Cardiac Electrophysiology","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; BC Innovation Council; Vancouver General Hospital; Montreal Heart Institute","funders":"","keywords":"Medicine; Ablation; Line (geometry); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000408664,0.0004278297,0.001423346,0.0004883556,0.0001719094,0.00003529627,0.0001994374,0.0004677036,0.000254793],"category_scores_gemma":[0.0001295552,0.0002782242,0.004836707,0.0003188577,0.0001156261,0.00007990008,0.00006671033,0.001477957,0.00006670007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005476883,"about_ca_system_score_gemma":0.000270549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001355883,"about_ca_topic_score_gemma":0.00004866884,"domain_scores_codex":[0.9971968,0.0002147792,0.001075405,0.0003837387,0.0006079106,0.0005213894],"domain_scores_gemma":[0.9969125,0.0006347388,0.001077914,0.0003734996,0.0009135524,0.00008777552],"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":[0.001606783,0.00009470405,0.0004473421,0.0003286433,0.0053282,0.000531832,0.0000302793,0.00001533066,0.0003930728,0.0001011406,0.990397,0.0007257023],"study_design_scores_gemma":[0.003062797,0.006560723,0.05496935,0.0009136836,0.003885328,0.0005415598,0.000008715851,0.00005223469,0.0002872627,0.006888692,0.9224598,0.0003698823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07540181,0.004301015,0.0003964602,0.9033568,0.01139813,0.00255576,0.001512896,0.00009709852,0.0009800523],"genre_scores_gemma":[0.2505653,0.01052499,0.00341913,0.3813345,0.164435,0.001627129,0.01077661,0.001253527,0.1760638],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5220222,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108256058530212,"score_gpt":0.3219463912937105,"score_spread":0.2908638307084084,"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."}}