{"id":"W4401001223","doi":"10.1016/j.ekir.2024.07.014","title":"Bringing a Systems Approach to Living Donor Kidney Transplantation","year":2024,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; University Health Network; Ottawa Hospital; University of Ottawa; London Health Sciences Centre; McGill University Health Centre; Lawson Health Research Institute; Western University; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Department of Medicine, School of Medicine, Queen's University; Kidney Foundation of Canada; American Society of Transplantation; Canadian Blood Services; Transplantation Society; McGill University Health Centre; Fondation de la recherche en santé du Nouveau-Brunswick","keywords":"Psychological intervention; Medicine; Thematic analysis; Software deployment; Public relations; Business; Qualitative research; Political science; Nursing; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000358856,0.0001543715,0.0001653926,0.0004678867,0.00005582498,0.0002125483,0.00006631136,0.00007364635,0.000262026],"category_scores_gemma":[0.0003582563,0.0001472812,0.0001006625,0.0002755145,0.00001447473,0.0002613768,0.00001197021,0.0001597408,0.0001096355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001822122,"about_ca_system_score_gemma":0.000291393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009403885,"about_ca_topic_score_gemma":0.000001206005,"domain_scores_codex":[0.9982889,0.00002151953,0.0004732639,0.0004301492,0.0006079084,0.000178214],"domain_scores_gemma":[0.9990717,0.00005787443,0.00007080175,0.0001591305,0.0001555728,0.000484957],"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":[0.001030781,0.002644632,0.1841351,0.02164435,0.005429467,0.02688313,0.04429205,0.005470804,0.1708176,0.1258563,0.3848966,0.02689913],"study_design_scores_gemma":[0.001866291,0.0002595139,0.1027876,0.01445346,0.001208121,0.06185498,0.0006892174,0.1577745,0.01081353,0.0004487971,0.646395,0.001449039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1464947,0.0003540548,0.1961986,0.0147464,0.01366914,0.00190844,0.000278354,0.001510572,0.6248398],"genre_scores_gemma":[0.9872963,0.00005556193,0.001706257,0.001778088,0.0005558387,0.0000721027,0.0007170053,0.00003967139,0.00777921],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8408016,"threshold_uncertainty_score":0.6005954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296014774749647,"score_gpt":0.2715604699173048,"score_spread":0.2586003221698083,"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."}}