{"id":"W4411283169","doi":"10.1016/j.hlc.2025.01.010","title":"A Systematic Review of Minimally Invasive Approaches to Surgical Atrial Septal Defect Repair","year":2025,"lang":"en","type":"review","venue":"Heart Lung and Circulation","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University; Montreal Heart Institute; University of Alberta; Université de Montréal; University of Alberta Hospital","funders":"","keywords":"Medicine; Cardiology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0008341391,0.000248913,0.002745018,0.0002310821,0.00006377846,0.0000148292,0.00005422268,0.0002316813,0.0000122332],"category_scores_gemma":[0.0009015441,0.0002005429,0.006174143,0.0005756767,0.00002503094,0.00002854269,0.00005378916,0.0001939881,0.00001764192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009975901,"about_ca_system_score_gemma":0.0004508072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009396113,"about_ca_topic_score_gemma":0.000001288633,"domain_scores_codex":[0.9977507,0.0004234344,0.0009456759,0.0004235315,0.0003126362,0.0001440304],"domain_scores_gemma":[0.9984381,0.0005295022,0.0002108678,0.0005871693,0.0001096307,0.000124743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000007864717,0.000024303,0.00002400729,0.994062,0.002329155,0.000007660016,0.00002572421,0.000003097524,9.233576e-8,0.000315964,0.0002737776,0.00292634],"study_design_scores_gemma":[0.0003585685,0.00004657235,0.00008009493,0.9394962,0.03875934,0.0007765864,0.000007234873,0.000033328,6.924375e-8,0.00000687493,0.02025091,0.0001842668],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002365759,0.9936145,0.00009591272,0.00006468873,0.00006718298,0.004720171,0.00001841566,0.00007260824,0.001322866],"genre_scores_gemma":[0.000638769,0.9983164,0.0001421807,0.00005646089,0.0001199565,0.0003045486,0.0002701143,0.00002119241,0.0001303983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05456587,"threshold_uncertainty_score":0.81779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06694895610544059,"score_gpt":0.3199528041751984,"score_spread":0.2530038480697578,"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."}}