{"id":"W2794414782","doi":"10.1007/s40472-018-0184-y","title":"Optimizing Efficiency in the Evaluation of Living Donor Candidates: Best Practices and Implications","year":2018,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; London Health Sciences Centre; Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Medicine; Transplant surgery; Intensive care medicine; Surgery; Hepatology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1437144,0.001776488,0.002939141,0.00482081,0.002306097,0.01338593,0.005294848,0.002940689,0.004381962],"category_scores_gemma":[0.205771,0.0006114067,0.001587301,0.003061726,0.003815728,0.006966061,0.007350897,0.004413158,0.0017855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005761814,"about_ca_system_score_gemma":0.01403715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008336153,"about_ca_topic_score_gemma":0.01078683,"domain_scores_codex":[0.845293,0.1161397,0.01276563,0.003894868,0.01872592,0.003180979],"domain_scores_gemma":[0.7916636,0.118112,0.01758477,0.0134282,0.05337828,0.005833109],"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":[0.00113938,0.0008156662,0.1347762,0.001977768,0.000502311,0.0006714601,0.003861651,0.005261231,0.002646856,0.0103319,0.02837186,0.8096437],"study_design_scores_gemma":[0.0008703209,0.004784625,0.3996725,0.02838413,0.003034586,0.01321496,0.0462608,0.05370728,0.03541347,0.1583741,0.2548368,0.001446485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2330557,0.1226721,0.3150469,0.2525942,0.00421396,0.002048279,0.0006621866,0.001432074,0.06827453],"genre_scores_gemma":[0.6907846,0.02859639,0.2629661,0.01127062,0.001884734,0.0006964823,0.0003102552,0.0006313639,0.002859545],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1437144,"threshold_uncertainty_score":0.7600435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09517599019870263,"score_gpt":0.4021220799000202,"score_spread":0.3069460897013175,"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."}}