{"id":"W2514754602","doi":"10.1177/1526924816664081","title":"The Health-Care Provider’s Perspective of Education Before Kidney Transplantation","year":2016,"lang":"en","type":"article","venue":"Progress in Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Saskatchewan","funders":"","keywords":"Medicine; Perspective (graphical); Kidney transplantation; Transplantation; Intensive care medicine; Health care; Family medicine; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001506108,0.0001681177,0.0002342903,0.0001692737,0.0001197145,0.00001650403,0.00008431408,0.00007180365,0.00001530611],"category_scores_gemma":[0.00001556343,0.00009389579,0.00009949599,0.0002306338,0.0001375337,0.0002016155,0.000001870063,0.00008649425,0.000007367039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002545124,"about_ca_system_score_gemma":0.0005842407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009681367,"about_ca_topic_score_gemma":0.0003054317,"domain_scores_codex":[0.9985729,0.00009597895,0.000481747,0.0002718669,0.0003363377,0.0002411607],"domain_scores_gemma":[0.9991767,0.0001017916,0.0001910583,0.0001746871,0.0002318298,0.0001239207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003883495,0.0004677442,0.5401972,0.004174591,0.0001506222,0.00004113988,0.02738659,0.000001752382,0.0002586633,0.01665479,0.00002701129,0.4067564],"study_design_scores_gemma":[0.01034563,0.001545627,0.961517,0.006695453,0.0003606132,0.0002725311,0.004045784,0.00001640129,0.01230359,0.002176736,0.0004609598,0.0002596155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934213,0.02006576,0.01025174,0.05826271,0.001431374,0.008414258,0.001077591,0.0003130191,0.00676227],"genre_scores_gemma":[0.9927747,0.004742276,0.001543053,0.000207394,0.00004643105,0.000231239,0.000303418,0.00002170606,0.0001297855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4213198,"threshold_uncertainty_score":0.3828959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129590635668716,"score_gpt":0.3385598728347249,"score_spread":0.3256008092678533,"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."}}