{"id":"W4396993431","doi":"10.1681/asn.20213210s1655a","title":"Symptom Management Preferences of Kidney Transplant Recipients and Caregivers","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Kidney transplant; Intensive care medicine; Kidney transplantation; Nephrology; Kidney; Internal medicine","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":[0.000636692,0.0001054575,0.0004079229,0.00003067615,0.00008246054,0.000002963677,0.0003254561,0.00008040488,0.000198219],"category_scores_gemma":[0.00008139599,0.000074154,0.0002588672,0.0002048087,0.00122334,0.00008679667,0.0001008186,0.0005986078,8.13282e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002320969,"about_ca_system_score_gemma":0.0001894147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002107933,"about_ca_topic_score_gemma":0.000001988549,"domain_scores_codex":[0.9984543,0.000592691,0.0004199046,0.0001187302,0.0002211481,0.0001932135],"domain_scores_gemma":[0.9979945,0.0004846928,0.001041112,0.0001142617,0.0001427206,0.0002226624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003442274,0.001374441,0.08088187,0.0005467163,0.008208818,0.0001424416,0.01452833,0.0001873812,0.4541567,0.0004532862,0.356409,0.07966869],"study_design_scores_gemma":[0.004486345,0.0008060471,0.08422264,0.0001559292,0.002210113,0.0005500445,0.006054472,0.000253785,0.04591999,0.0009130778,0.8542235,0.0002040164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819138,0.0008031569,0.00006071468,0.01573957,0.0005172868,0.00007596774,0.000031516,0.000003417481,0.0008545836],"genre_scores_gemma":[0.9681679,0.01337676,0.0008840876,0.01731149,0.00009795638,0.000001477215,0.000001356938,0.000005522532,0.0001534706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4978145,"threshold_uncertainty_score":0.4507448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07348905058655558,"score_gpt":0.402981486186716,"score_spread":0.3294924356001604,"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."}}