{"id":"W3002032349","doi":"10.33963/kp.15153","title":"Cryoballoon in persistent atrial fibrillation: a standardized or individualized approach?","year":2020,"lang":"en","type":"letter","venue":"Kardiologia Polska","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center; University of Toronto","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004866465,0.000650159,0.002196267,0.0004597419,0.0001109569,0.0001043094,0.0002827793,0.001161653,0.0008809424],"category_scores_gemma":[0.0009640535,0.0004799677,0.001964777,0.0006429442,0.0001474313,0.0001004383,0.0002643003,0.001334198,0.0001405608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391267,"about_ca_system_score_gemma":0.0003871679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002647581,"about_ca_topic_score_gemma":0.000002029344,"domain_scores_codex":[0.9958876,0.0004891434,0.001023217,0.0009590884,0.0009731725,0.0006678252],"domain_scores_gemma":[0.9983085,0.000409449,0.0004352118,0.0006047819,0.00009777668,0.0001442877],"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":[0.003512736,0.000002238105,0.0288966,0.000535002,0.001569401,0.001046339,0.0002677447,0.0003139554,0.000009326842,0.00005236598,0.9624923,0.001301965],"study_design_scores_gemma":[0.008331236,0.0006270065,0.003462665,0.0001276699,0.001167589,0.00008731616,0.0001413606,0.0002325876,0.00000273359,0.0000812326,0.9851682,0.0005704717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001940773,0.001814106,0.000356155,0.9545228,0.001662705,0.004412179,0.000328173,0.0005185287,0.03444454],"genre_scores_gemma":[0.03560692,0.001487229,0.01974687,0.7435596,0.1505801,0.00005085051,0.01971853,0.0004394199,0.02881052],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2109632,"threshold_uncertainty_score":0.9997652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1105334122293273,"score_gpt":0.3306935651657622,"score_spread":0.2201601529364349,"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."}}