{"id":"W2966639858","doi":"10.1681/asn.2019070674","title":"Variation in Kidney Transplant Referral: How Much More Evidence Do We Need To Justify Data Collection on Early Transplant Steps?","year":2019,"lang":"en","type":"letter","venue":"Journal of the American Society of Nephrology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Medicine; Psychological intervention; Kidney transplantation; Transplantation; Kidney transplant; Intensive care medicine; Dialysis; Family medicine; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5181678,0.001734992,0.008461579,0.01257363,0.0046108,0.01545455,0.01400795,0.01418512,0.006929733],"category_scores_gemma":[0.7657567,0.002635186,0.004883931,0.01720979,0.01468415,0.03466431,0.01086464,0.01651065,0.001807257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01738848,"about_ca_system_score_gemma":0.04182632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07369534,"about_ca_topic_score_gemma":0.09224146,"domain_scores_codex":[0.5349814,0.2927447,0.0936927,0.01825148,0.05518235,0.005147312],"domain_scores_gemma":[0.096669,0.7452057,0.04572392,0.03510554,0.07019324,0.007102553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001197492,0.0006072613,0.1969556,0.06616355,0.01085637,0.0004618157,0.01205664,0.002418967,0.0002644978,0.04170117,0.2178965,0.4494202],"study_design_scores_gemma":[0.0008500009,0.001236923,0.1261327,0.3781194,0.00606636,0.0006727389,0.02859219,0.007094895,0.0006979272,0.1289773,0.3202983,0.001261191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01257539,0.2000036,0.01504007,0.7509965,0.01102764,0.001050486,0.004095924,0.0001741904,0.005036184],"genre_scores_gemma":[0.3117919,0.1585075,0.1054452,0.3911423,0.02005035,0.004176144,0.007565519,0.0005861641,0.000734946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5181678,"threshold_uncertainty_score":0.5941849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06822455278312416,"score_gpt":0.3326834766174067,"score_spread":0.2644589238342825,"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."}}