{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009013639,0.0001635802,0.0001262856,0.0001916389,0.0006496211,0.0005552129,0.0001576721,0.0002104476,0.002067173],"category_scores_gemma":[0.00113655,0.00004732197,0.0001690002,0.0001234508,0.0003027724,0.0001963511,0.0008247556,0.0004417329,0.0001393714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001866743,"about_ca_system_score_gemma":0.0007946661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003887507,"about_ca_topic_score_gemma":0.001020234,"domain_scores_codex":[0.9997078,0.0001416812,0.00001631212,0.000012873,0.00004456112,0.00007671599],"domain_scores_gemma":[0.9995283,0.00005609059,0.00009364148,0.00001042334,0.00002854028,0.0002829393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005384954,0.001408356,0.8556488,0.0003936194,0.00008008723,0.0007022805,0.006758514,0.0001461147,0.004879849,0.0002580191,0.002587466,0.1265983],"study_design_scores_gemma":[0.00008488459,0.002027835,0.9839624,0.0001607188,0.0000459787,0.0009463796,0.008006624,0.0001924207,0.0007167583,0.0001877383,0.003655133,0.00001326214],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9967607,0.0006487563,0.00007693815,0.0007694409,0.00002587209,0.00006540943,0.0000293471,0.000003140467,0.001620552],"genre_scores_gemma":[0.9989348,0.0004057786,0.0002060998,0.0001710041,0.00003428897,0.00003941828,0.00002916245,5.416903e-7,0.0001788454],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002067173,"threshold_uncertainty_score":0.00691539,"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."}}