{"id":"W4243789891","doi":"10.1016/j.psym.2018.04.003","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":"Psychosomatics","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; St. Paul's Hospital","funders":"","keywords":"Psychosocial; Circulatory system; Medicine; Term (time); Intensive care medicine; Psychology; Internal medicine; Psychiatry","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":[0.001433815,0.0002799188,0.0003700137,0.00006463421,0.0005000684,0.00009844814,0.0003987936,0.0001860385,0.00009974067],"category_scores_gemma":[0.0001726716,0.0001998231,0.000193903,0.0001722114,0.0001717077,0.0001529416,0.00001890797,0.0001530217,0.00001238559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008852762,"about_ca_system_score_gemma":0.00009019709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227759,"about_ca_topic_score_gemma":0.0005197042,"domain_scores_codex":[0.9978825,0.000106121,0.0007650899,0.0003227873,0.0004907035,0.0004327756],"domain_scores_gemma":[0.9977582,0.0008456864,0.0002052277,0.0005972667,0.0004592259,0.0001344463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001804236,0.00115429,0.1694761,0.009504979,0.01406238,0.000004864597,0.02849199,0.0008067713,0.0286683,0.03698371,0.2672026,0.4418398],"study_design_scores_gemma":[0.009037593,0.001191085,0.05177482,0.001011443,0.006041162,0.00009892495,0.001583196,0.833128,0.02191276,0.0334377,0.03855234,0.002230946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8050699,0.002633225,0.1681987,0.004293907,0.008501134,0.008282166,0.00190395,0.0004086391,0.0007083592],"genre_scores_gemma":[0.9969131,0.0002464354,0.00127629,0.0001445134,0.0005243801,0.000656574,0.0001454792,0.00007282312,0.0000203558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8323212,"threshold_uncertainty_score":0.814855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03680645203995431,"score_gpt":0.325514739611625,"score_spread":0.2887082875716707,"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."}}