{"id":"W3181465279","doi":"10.1016/j.xjtc.2021.06.038","title":"Commentary: Five “Ws” of pulmonary arterioplasty for lung transplantation: Who, what, why, and where","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Anastomosis; Lung transplantation; Medicine; Transplantation; Lung; Angioplasty; Pulmonary artery; Right pulmonary artery; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005354515,0.001798448,0.002909437,0.00136998,0.004285346,0.003301752,0.00534165,0.07167358,0.01261444],"category_scores_gemma":[0.0424265,0.001303449,0.002520392,0.001075497,0.00427316,0.006958008,0.002253387,0.06104069,0.01090317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005395066,"about_ca_system_score_gemma":0.007830764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038104,"about_ca_topic_score_gemma":0.009870806,"domain_scores_codex":[0.9955285,0.001355066,0.0006949242,0.0006538202,0.001261096,0.0005066198],"domain_scores_gemma":[0.9777547,0.01236021,0.001244755,0.0004352579,0.005632567,0.002572609],"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":[0.00005606014,0.00001424723,0.0001186768,0.0001237031,0.00001320292,0.0004641576,0.00007575863,0.00002752098,0.00006757773,0.0004419672,0.9964766,0.002120513],"study_design_scores_gemma":[0.0002345432,0.00009586609,0.0008968247,0.001175254,0.00008822835,0.00248395,0.0008440031,0.0004067319,0.0004326353,0.004349605,0.9888103,0.0001820286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001968352,0.001464873,0.00008369701,0.9315873,0.06583347,0.00002027483,0.000103438,0.00004795344,0.0006621916],"genre_scores_gemma":[0.001696351,0.001102187,0.0001409058,0.9288684,0.06595626,0.00004408172,0.00004316356,0.00002600149,0.002122657],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07167358,"threshold_uncertainty_score":0.04219949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009536849415153117,"score_gpt":0.3223383011160952,"score_spread":0.3128014517009421,"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."}}