{"id":"W2575944995","doi":"10.1177/1526924816685862","title":"Education Before Kidney Transplantation","year":2017,"lang":"en","type":"article","venue":"Progress in Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Astellas Foundation for Research on Metabolic Disorders","keywords":"Medicine; Context (archaeology); Focus group; Transplantation; Ethnic group; Moderation; Kidney transplantation; MEDLINE; Patient education; Family medicine; Psychology; Surgery","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":[0.0001242309,0.00019608,0.0002393816,0.0002070782,0.000246165,0.0001034656,0.0001397431,0.0001179044,0.00007193505],"category_scores_gemma":[0.0000123381,0.0001733234,0.00009654713,0.00008590016,0.0001044846,0.0004877129,0.000003040021,0.000150986,0.00004254383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000673096,"about_ca_system_score_gemma":0.0002103567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000892244,"about_ca_topic_score_gemma":0.0001294457,"domain_scores_codex":[0.9987577,0.00003272417,0.0003477249,0.0003189088,0.0003016232,0.0002413785],"domain_scores_gemma":[0.9992248,0.00001777763,0.0001644813,0.0003373788,0.00007796275,0.0001775859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007454507,0.0003902796,0.9128499,0.001665564,0.00004855714,0.0002556417,0.001425771,0.000003058066,0.0000987225,0.00155454,0.000009521067,0.08095296],"study_design_scores_gemma":[0.004424499,0.0001727471,0.98893,0.001608385,0.000288213,0.000354289,0.00003975296,0.0001283303,0.003200419,0.0005408145,0.0001561727,0.0001563854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982873,0.0003652362,0.001156624,0.002494334,0.0005457036,0.001187173,0.0001262138,0.0001141283,0.01113756],"genre_scores_gemma":[0.9924516,0.0013238,0.004010979,0.0002680132,0.00009185125,0.0001911419,0.00127755,0.00002687213,0.0003582067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08079658,"threshold_uncertainty_score":0.7067924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898047376269405,"score_gpt":0.346313699110936,"score_spread":0.3273332253482419,"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."}}