{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009711786,0.0003004257,0.0005676829,0.0002031351,0.00008280507,0.00007004509,0.00006515349,0.0001025751,0.00003658653],"category_scores_gemma":[0.00005577972,0.0002648541,0.0001159523,0.0001806722,0.00002574598,0.00002905875,0.0001613248,0.00044949,0.001378622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007029183,"about_ca_system_score_gemma":0.00003010565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001134269,"about_ca_topic_score_gemma":0.00002284148,"domain_scores_codex":[0.9985501,0.00005998165,0.0001878736,0.0005317045,0.0003325401,0.0003377592],"domain_scores_gemma":[0.9991727,0.00008272476,0.00005444844,0.0004435849,0.0000610908,0.0001853982],"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":[0.0000303717,0.00001428608,0.00535956,0.0002010547,0.0001584726,0.003502074,0.0003818083,0.00001387175,0.00005075436,0.000001863306,0.9879917,0.002294214],"study_design_scores_gemma":[0.0004284854,0.0001950495,0.02964429,0.0003566667,0.0002413891,0.0002100967,0.00002687946,0.000009425636,0.0001488453,0.000005953193,0.9684786,0.0002543633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2389644,0.001011758,0.0003086811,0.74913,0.001291251,0.001725903,0.0001864084,0.0003665399,0.007015163],"genre_scores_gemma":[0.1849242,0.0004184275,0.004261487,0.6761845,0.01578227,0.0003179172,0.001181736,0.0006569091,0.1162725],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1092573,"threshold_uncertainty_score":0.9999804,"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."}}