{"id":"W2305723726","doi":"10.14288/1.0102583","title":"An examination of contemporary challenges in deceased donor kidney allocation","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01323974,0.0001764976,0.0002719349,0.001433963,0.003498857,0.008744128,0.001978422,0.001460901,0.004305579],"category_scores_gemma":[0.02739628,0.0002222169,0.0003437616,0.003782982,0.004358945,0.005536207,0.002759712,0.00312704,0.000375301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01763476,"about_ca_system_score_gemma":0.02889122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1811223,"about_ca_topic_score_gemma":0.3128388,"domain_scores_codex":[0.9935477,0.001704934,0.000272593,0.0006131139,0.002336595,0.00152496],"domain_scores_gemma":[0.9851835,0.003114112,0.002365107,0.000502347,0.006005343,0.002829643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000137442,0.0001822607,0.2409027,0.0007551158,0.0001061462,0.0005737897,0.04386393,0.002956921,0.001001872,0.2520423,0.06151969,0.3959578],"study_design_scores_gemma":[0.00002117549,0.0001560055,0.3574169,0.001564402,0.00003298117,0.0008051796,0.1249797,0.003109324,0.0007897431,0.06643647,0.4445465,0.0001416284],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3815185,0.02240702,0.007558836,0.4975038,0.001272197,0.0000887728,0.0007507222,0.0000605218,0.08883969],"genre_scores_gemma":[0.9614966,0.01461761,0.004181942,0.0134457,0.0006512002,0.00004054791,0.0003758241,0.00005210036,0.005138442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1811223,"threshold_uncertainty_score":0.3601361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901378500510449,"score_gpt":0.2033702955310226,"score_spread":0.1843565105259181,"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."}}