{"id":"W4403834649","doi":"10.1681/asn.2024wacakez5","title":"Expedited Main Obstacles of Prekidney Transplant Workup: A Quality Improvement Study","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Quality (philosophy); Intensive care medicine; Quality management; Operations management; Engineering","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":[0.01881356,0.0003503875,0.0004378452,0.003055818,0.00122646,0.002044596,0.000906666,0.0006006823,0.0009960049],"category_scores_gemma":[0.03198107,0.0003403026,0.0009395938,0.004151808,0.0008016435,0.002035434,0.002037686,0.000950064,0.0001362508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003674535,"about_ca_system_score_gemma":0.004850823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012269,"about_ca_topic_score_gemma":0.01267369,"domain_scores_codex":[0.9898362,0.004442075,0.001587865,0.0009066918,0.002065804,0.001161433],"domain_scores_gemma":[0.9358488,0.01333658,0.03204979,0.002316464,0.008461189,0.00798713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002550611,0.0003961421,0.9890506,0.00006969665,0.00006996643,0.00003600948,0.001277531,0.00009859746,0.00006089169,0.00003521315,0.0001519385,0.008498312],"study_design_scores_gemma":[0.00002985831,0.001107839,0.9958442,0.00007064865,0.00004967791,0.00006182215,0.001988894,0.0002388097,0.00008734883,0.00001889588,0.0004897041,0.0000122191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981926,0.0005194102,0.0002806691,0.0002257574,0.0000127324,0.0001286783,0.0001721892,0.000006607481,0.0004612838],"genre_scores_gemma":[0.9987248,0.0002255525,0.0004849073,0.00005821932,0.00001947052,0.0001125072,0.0002866525,0.000003856775,0.00008388388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01881356,"threshold_uncertainty_score":0.09949684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334531685854386,"score_gpt":0.3268979244316895,"score_spread":0.3035526075731457,"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."}}