{"id":"W7116935925","doi":"10.1016/j.jhlto.2025.100472","title":"The unsung heroes: A scoping review of the experiences of lung transplant informal caregivers","year":2025,"lang":"en","type":"article","venue":"JHLT Open","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Henry Ford Health System","keywords":"Psychological intervention; Inclusion (mineral); Relevance (law); Transplantation; Qualitative research; Resource (disambiguation); Lung transplantation; Quality of life (healthcare)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004551455,0.00006678081,0.0002739329,0.00001983116,0.0001041512,0.00001378011,0.0003661148,0.00002422926,0.00005110645],"category_scores_gemma":[0.00006140766,0.0000316811,0.00009704915,0.000209878,0.0001052334,0.00009215144,0.00004166595,0.00007060424,3.245344e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001042153,"about_ca_system_score_gemma":0.0002750188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001328562,"about_ca_topic_score_gemma":0.00009680237,"domain_scores_codex":[0.9992512,0.00007332442,0.0003353042,0.0000790101,0.0001630079,0.00009807779],"domain_scores_gemma":[0.9993435,0.0002280907,0.000112701,0.0002386815,0.00005647456,0.00002051712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001782206,0.0001813168,0.2578919,0.2350869,0.001144882,0.00003159501,0.4021811,0.00002888853,0.001437664,0.01980001,0.003468632,0.0769649],"study_design_scores_gemma":[0.004889251,0.0002389552,0.1334541,0.7296025,0.001297782,0.00004580661,0.08450781,0.0001070772,0.03760944,0.00006874502,0.007848324,0.0003302676],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7659257,0.1143188,0.002227225,0.01132458,0.002093471,0.01024965,0.00004033008,0.00004404407,0.09377617],"genre_scores_gemma":[0.9391319,0.05329101,0.002661624,0.002373935,0.0000341878,0.0002053521,0.00001044668,0.00001085982,0.002280651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4945156,"threshold_uncertainty_score":0.1291918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02737261689418996,"score_gpt":0.395506254098447,"score_spread":0.368133637204257,"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."}}