{"id":"W4410815194","doi":"10.1016/j.trre.2025.100938","title":"Exploring the psychological construct of resilience in kidney transplantation: A scoping review","year":2025,"lang":"en","type":"review","venue":"Transplantation Reviews","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Fonds de recherche du Québec; McGill University","keywords":"Medicine; Construct (python library); Resilience (materials science); Transplantation; Kidney transplantation; Psychological resilience; Intensive care medicine; Psychotherapist; Psychology; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009491795,0.0014232,0.004349114,0.01947078,0.001331962,0.005136406,0.002000156,0.003568047,0.003977647],"category_scores_gemma":[0.05200366,0.001173706,0.005202291,0.01829126,0.001634336,0.004208338,0.002620666,0.002120107,0.0004542581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004337247,"about_ca_system_score_gemma":0.01839413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070752,"about_ca_topic_score_gemma":0.02020238,"domain_scores_codex":[0.9927907,0.002303056,0.002697645,0.0005345031,0.001396807,0.0002772707],"domain_scores_gemma":[0.950851,0.04142002,0.00414557,0.0004632484,0.002777379,0.000342712],"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":[0.00007061497,0.00003177534,0.0008374241,0.8350098,0.001453494,0.0002448273,0.001430053,0.0002216603,0.0001743379,0.001450618,0.005381283,0.1536942],"study_design_scores_gemma":[0.00001118356,0.00003172359,0.001439886,0.9629315,0.002938175,0.0002859404,0.0006838107,0.00004726576,0.00005693944,0.0005608092,0.0309941,0.00001873998],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003409464,0.9982867,0.0001320052,0.0005200805,0.0001579427,0.00009663442,0.00008510172,0.000003585712,0.0003770265],"genre_scores_gemma":[0.00277227,0.9962463,0.0002677893,0.000320009,0.00007979726,0.0001667285,0.00006807643,0.000002576946,0.00007652585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01947078,"threshold_uncertainty_score":0.05019802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.229325893066939,"score_gpt":0.4524517944021642,"score_spread":0.2231259013352253,"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."}}