{"id":"W4412760902","doi":"10.3390/transplantology6030022","title":"Mental Health Support for Heart Transplant Recipients and Candidates: Nurturing Well-Being Beyond Surgery","year":2025,"lang":"en","type":"article","venue":"Transplantology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero della Salute","keywords":"Mental health; Medicine; General surgery; Intensive care medicine; Surgery; Psychology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005602227,0.0002471854,0.0008186405,0.0003078713,0.000239901,0.0000151111,0.00006761435,0.0001555355,0.00007270004],"category_scores_gemma":[0.00001015415,0.0002217737,0.0001740616,0.0001433118,0.0001084952,0.00007371884,0.000004337227,0.0001886047,0.000005681743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005187192,"about_ca_system_score_gemma":0.0002317617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001499983,"about_ca_topic_score_gemma":0.0003052671,"domain_scores_codex":[0.9981914,0.0001097398,0.0005623541,0.0004445133,0.0001372116,0.0005547898],"domain_scores_gemma":[0.9989071,0.0006293934,0.00006444375,0.0001756727,0.00002823244,0.0001951887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003448453,0.000170708,0.9713371,0.002599183,0.0003738895,0.000108949,0.004739126,0.000001558835,0.00293657,0.003940947,0.00350814,0.006835421],"study_design_scores_gemma":[0.01283084,0.001018067,0.8876935,0.002495597,0.001052226,0.003313832,0.0003470111,0.0002634537,0.02008718,0.001760827,0.06832901,0.0008084014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311164,0.001684559,0.02722583,0.0305934,0.002339985,0.001914687,0.0006998813,0.0002431212,0.004182125],"genre_scores_gemma":[0.9792259,0.002781633,0.009837717,0.005823113,0.0000765277,0.00006987148,0.001009864,0.00003157256,0.001143836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0836435,"threshold_uncertainty_score":0.904367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705566702577,"score_gpt":0.3346218193463888,"score_spread":0.3175661523206188,"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."}}