{"id":"W4416448163","doi":"10.1016/j.healun.2025.08.004","title":"A Perspective on Referral and Selection for Pediatric Lung Transplantation","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"International Society for Heart and Lung Transplants","keywords":"Referral; Perspective (graphical); Selection (genetic algorithm); Lung transplantation; Transplantation; Heart-Lung Transplantation","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":[0.02300912,0.0009515102,0.001492827,0.002619255,0.002726057,0.008844746,0.002445404,0.01013696,0.008846196],"category_scores_gemma":[0.04266204,0.0006438902,0.001584401,0.002173066,0.003592585,0.008821229,0.003769813,0.01996166,0.001339036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009180898,"about_ca_system_score_gemma":0.02232092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.017953,"about_ca_topic_score_gemma":0.05228401,"domain_scores_codex":[0.9868448,0.006382555,0.001874002,0.00101881,0.002495945,0.001383888],"domain_scores_gemma":[0.9419578,0.02749592,0.004406223,0.001021121,0.01207072,0.01304814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002621414,0.0005948863,0.04387204,0.001487802,0.0002567858,0.002746349,0.00235907,0.001480018,0.0005032425,0.0758901,0.5293515,0.341196],"study_design_scores_gemma":[0.0003292155,0.0008827373,0.05028924,0.02441535,0.0004849533,0.008063857,0.02240037,0.001671685,0.000570705,0.09527376,0.7952419,0.0003763174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002384001,0.04243696,0.001498074,0.9374067,0.01126238,0.00001717035,0.000168577,0.00002640743,0.004799782],"genre_scores_gemma":[0.1212503,0.2907175,0.01291435,0.4143058,0.1533136,0.0002967804,0.0007591749,0.0001442665,0.006298244],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02300912,"threshold_uncertainty_score":0.1216853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755952391081004,"score_gpt":0.3579263059834184,"score_spread":0.3403667820726083,"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."}}