{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01176264,0.000375194,0.0002114619,0.001737034,0.007731641,0.007978686,0.001400807,0.00137666,0.006678759],"category_scores_gemma":[0.006542915,0.0002345499,0.0003528679,0.001778742,0.01556246,0.004006381,0.0064294,0.00235442,0.0003179844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03206353,"about_ca_system_score_gemma":0.04598355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07062346,"about_ca_topic_score_gemma":0.147818,"domain_scores_codex":[0.9916456,0.00585351,0.0001409662,0.0004141833,0.001366209,0.0005796274],"domain_scores_gemma":[0.9914268,0.00429455,0.0007298173,0.0004871633,0.001596981,0.001464706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004993732,0.0002365161,0.02901356,0.001508932,0.0001047254,0.0006431917,0.3006872,0.002920334,0.001525749,0.4678521,0.02670522,0.1687525],"study_design_scores_gemma":[0.00003265821,0.0001773485,0.01779573,0.001726792,0.0000764889,0.0003305474,0.2455066,0.003056175,0.001358467,0.2803875,0.4494965,0.00005514261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2130515,0.01008159,0.1415099,0.304939,0.001711144,0.001121584,0.0004005339,0.0004580354,0.3267266],"genre_scores_gemma":[0.950169,0.003259584,0.03157374,0.004167557,0.0002033472,0.0003243139,0.0001189374,0.00005118425,0.01013238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07062346,"threshold_uncertainty_score":0.2326383,"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."}}