{"id":"W2883512967","doi":"10.1016/j.healun.2018.03.005","title":"The 2018 ISHLT/APM/AST/ICCAC/STSW recommendations for the psychosocial evaluation of adult cardiothoracic transplant candidates and candidates for long-term mechanical circulatory support","year":2018,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":182,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; St. Paul's Hospital","funders":"","keywords":"Psychosocial; Medicine; Transplantation; Candidacy; Psychological intervention; Lung transplantation; Intensive care medicine; Medical education; Nursing; Psychiatry; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02977645,0.001291698,0.002305974,0.004463983,0.00293534,0.00414469,0.003312053,0.0102745,0.005485806],"category_scores_gemma":[0.0710744,0.0009311448,0.005808846,0.002055063,0.00205684,0.002269676,0.006610653,0.01370451,0.0043754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004629037,"about_ca_system_score_gemma":0.02358633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02843831,"about_ca_topic_score_gemma":0.06253914,"domain_scores_codex":[0.9828728,0.005466072,0.00567934,0.0004726124,0.003943689,0.001565381],"domain_scores_gemma":[0.913816,0.02105953,0.006570605,0.002091674,0.04417643,0.01228564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002886097,0.001003289,0.03105699,0.001585922,0.0002224508,0.0005153551,0.0007597466,0.0004469298,0.0007334683,0.002068367,0.7742621,0.1870567],"study_design_scores_gemma":[0.000913403,0.000828152,0.2181692,0.03742194,0.000790524,0.001320554,0.00397781,0.00194327,0.001980331,0.008160248,0.7240313,0.0004633048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01584588,0.02818156,0.01584723,0.8298337,0.04600116,0.004963184,0.006674173,0.0007438275,0.05190927],"genre_scores_gemma":[0.1156241,0.06042469,0.2407633,0.4443674,0.03929431,0.03119597,0.0225833,0.0008653037,0.04488166],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02977645,"threshold_uncertainty_score":0.1574748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0250634024474566,"score_gpt":0.3153586875520111,"score_spread":0.2902952851045545,"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."}}