{"id":"W4406846151","doi":"10.1016/j.ekir.2024.11.183","title":"WCN25-2913 THE ROLE OF JOURNAL EDITORS AND AI IN UNITING SECTORS TO END THE ORGAN SHORTAGE IN TRANSPLANTATION OVER THE NEXT 10-15 YEARS","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Economic shortage; Medicine; Transplantation; Organ transplantation; Intensive care medicine; Surgery; Linguistics","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":[0.01481655,0.0005950721,0.0006222545,0.002038145,0.001349632,0.006211662,0.001337718,0.0015803,0.07781439],"category_scores_gemma":[0.04118844,0.0003955523,0.0004650403,0.001883624,0.0008953047,0.001937689,0.002200176,0.001711521,0.03233163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001635816,"about_ca_system_score_gemma":0.008014078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006842971,"about_ca_topic_score_gemma":0.01301801,"domain_scores_codex":[0.9938692,0.003221094,0.0008747193,0.0005425673,0.001065067,0.000427265],"domain_scores_gemma":[0.9451187,0.01292786,0.00851495,0.002352044,0.01519021,0.01589628],"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":[0.0005419636,0.0002686482,0.1129265,0.001267606,0.0001283929,0.001114908,0.000824073,0.001036933,0.00104613,0.002509515,0.6194814,0.2588538],"study_design_scores_gemma":[0.000145194,0.000293563,0.05794795,0.001236017,0.00008166806,0.001317299,0.001282592,0.003572684,0.001078764,0.001250563,0.9317213,0.00007242825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1633652,0.03596495,0.01302555,0.2680393,0.09219919,0.001270767,0.01505528,0.003349765,0.4077299],"genre_scores_gemma":[0.5376487,0.0229204,0.02352597,0.02563669,0.029251,0.0008530269,0.007640861,0.001400529,0.3511229],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07781439,"threshold_uncertainty_score":0.2603151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006992341452736731,"score_gpt":0.273118334869322,"score_spread":0.2661259934165852,"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."}}