{"id":"W4221028649","doi":"10.14740/jocmr4673","title":"Impact of Change in Allocation Score Methodology on Post Kidney Transplant Average Length of Stay","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Florida; Florida Agency for Health Care Administration","keywords":"Medicine; Propensity score matching; Confidence interval; Kidney transplant; Health care; Cohort; Emergency medicine; Internal medicine; Kidney transplantation; Kidney","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.04644355,0.0004717455,0.0005850415,0.001341781,0.0004516218,0.001840309,0.001049119,0.0006302444,0.002187744],"category_scores_gemma":[0.122886,0.0002326263,0.001417123,0.001796448,0.0007035164,0.0008912099,0.001513886,0.0009262661,0.0002725982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002350881,"about_ca_system_score_gemma":0.003089155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005022098,"about_ca_topic_score_gemma":0.003526432,"domain_scores_codex":[0.9547881,0.03326181,0.003407209,0.002524624,0.004610774,0.001407543],"domain_scores_gemma":[0.9264448,0.04158793,0.02105456,0.003873648,0.004231959,0.002807107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002145954,0.0004198017,0.930737,0.0001111968,0.000898804,0.00005047835,0.0003458257,0.003720215,0.0003517089,0.0006081652,0.001073953,0.05953695],"study_design_scores_gemma":[0.000189239,0.003652523,0.977432,0.00009611684,0.0002828759,0.0001234432,0.0003879734,0.01450871,0.0008958225,0.00063772,0.001754123,0.00003942938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844792,0.0007147482,0.01156329,0.001070216,0.0002367614,0.0002637503,0.0004578432,0.00008748108,0.001126821],"genre_scores_gemma":[0.995652,0.00008534685,0.003414441,0.0001787953,0.00005014575,0.0001743917,0.0002248757,0.00001462889,0.0002054741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04644355,"threshold_uncertainty_score":0.2456199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6350618552732966,"score_gpt":0.6220131196343743,"score_spread":0.01304873563892228,"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."}}