{"id":"W4372336519","doi":"10.1093/europace/euad121","title":"Thoracoscopic, hybrid, and catheter ablation: comparing apples to oranges to pears","year":2023,"lang":"en","type":"letter","venue":"EP Europace","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Catheter ablation; Ablation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661866,0.0003488315,0.001133761,0.0002432006,0.0003945263,0.001301185,0.00051769,0.00215636,0.008002623],"category_scores_gemma":[0.008013798,0.0001433663,0.001031644,0.0003545519,0.0006076159,0.001415562,0.0002861043,0.00281517,0.0009401633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006021188,"about_ca_system_score_gemma":0.0003638151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001462645,"about_ca_topic_score_gemma":0.00328534,"domain_scores_codex":[0.9993442,0.0003757777,0.00005674483,0.00008660709,0.00007821531,0.00005848399],"domain_scores_gemma":[0.9951197,0.00414328,0.0001851624,0.0001008654,0.0001338061,0.0003171553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.5781096,0.005929361,0.0184025,0.002173722,0.003031601,0.002720109,0.0005971527,0.0008983379,0.004532569,0.00337606,0.03932374,0.3409053],"study_design_scores_gemma":[0.2340136,0.383541,0.1186129,0.003912916,0.01781389,0.01858415,0.007378812,0.01469698,0.005307387,0.0304038,0.1650963,0.000638368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8503249,0.05539593,0.001079231,0.04964988,0.009027926,0.0002224387,0.0008424809,0.0001007697,0.03335648],"genre_scores_gemma":[0.9472475,0.01476473,0.001732506,0.02372419,0.006483637,0.0001360291,0.0003065384,0.00003271683,0.005572081],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.008002623,"threshold_uncertainty_score":0.02677137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03544038626841348,"score_gpt":0.2991458835154314,"score_spread":0.2637054972470179,"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."}}