{"id":"W4409381292","doi":"10.1097/tp.0000000000005413","title":"Unmet Educational and Psychosocial Support Needs After Graft Loss: A Call for Clarity and Compassion","year":2025,"lang":"en","type":"article","venue":"Transplantation","topic":"Family Support in Illness","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CLARITY; Psychosocial; Compassion; Psychosocial support; Psychology; Medicine; Medical education; Psychotherapist; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00403747,0.0003670937,0.0009129912,0.0008623411,0.005224173,0.00614299,0.00163937,0.007273722,0.009169021],"category_scores_gemma":[0.01177747,0.0003028908,0.0006754214,0.000799555,0.002989251,0.006543237,0.006204781,0.01345434,0.001367077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514868,"about_ca_system_score_gemma":0.009907746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404195,"about_ca_topic_score_gemma":0.009270461,"domain_scores_codex":[0.9971536,0.001300858,0.0001442313,0.0001445819,0.0005804484,0.0006762162],"domain_scores_gemma":[0.9845249,0.005106639,0.001071396,0.000175737,0.001280694,0.007840664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001771708,0.0009402159,0.01703936,0.002647912,0.00007913977,0.005259246,0.02907699,0.0002308412,0.0007880371,0.008709755,0.3877129,0.5473384],"study_design_scores_gemma":[0.0001570797,0.001089283,0.07454687,0.02047375,0.0001317881,0.0177986,0.2432224,0.001081789,0.000352828,0.05670847,0.5840782,0.0003589501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02933258,0.06369643,0.0007315061,0.8920822,0.005477774,0.00005374335,0.0001118764,0.00006698503,0.008446946],"genre_scores_gemma":[0.4238338,0.1931773,0.007077318,0.3485097,0.01977744,0.0004861825,0.0004786722,0.0001360399,0.006523594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009169021,"threshold_uncertainty_score":0.03067338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522273664969061,"score_gpt":0.3274741980965211,"score_spread":0.3122514614468305,"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."}}