{"id":"W4378214421","doi":"10.3389/ti.2023.11006","title":"A Conceptual Framework for Evaluating National Organ Donation and Transplantation Programs","year":2023,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Universidad de Cantabria; Universidade de Lisboa; Alexander S. Onassis Public Benefit Foundation; National and Kapodistrian University of Athens","keywords":"Conceptual framework; Medicine; Process (computing); Organ donation; Process management; Health care; Management science; Equity (law); Transplantation; Plan (archaeology); Knowledge management; Computer science; Business; Political science; Sociology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004504225,0.0001671719,0.0001700268,0.0003205004,0.000138432,0.00005580213,0.00008544604,0.0001372751,0.0001880239],"category_scores_gemma":[0.00009812213,0.0001656033,0.00008475222,0.0002913448,0.00008736973,0.0002143922,0.000004499249,0.0001534921,0.00005659628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006911955,"about_ca_system_score_gemma":0.0001159395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008714477,"about_ca_topic_score_gemma":0.0000146174,"domain_scores_codex":[0.9982812,0.00003111656,0.0003559911,0.0003389912,0.0007767591,0.000215935],"domain_scores_gemma":[0.9989969,0.0003418014,0.00008849955,0.00006542667,0.0004089367,0.00009842505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.004351091,0.0005334225,0.06214121,0.0008425816,0.0007944745,0.00009893695,0.01783247,0.0003138987,0.0448588,0.8126499,0.0005145941,0.05506865],"study_design_scores_gemma":[0.03078727,0.002256877,0.7356416,0.002275577,0.001303225,0.001995267,0.002283894,0.09957936,0.03475902,0.07861435,0.008860759,0.001642813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338194,0.00004329347,0.15265,0.007399332,0.000813651,0.001487903,0.0007879292,0.0006045293,0.002394008],"genre_scores_gemma":[0.9745732,0.0003438295,0.01706889,0.0004626294,0.0002768351,0.0001848123,0.006745792,0.0000338612,0.000310171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7340356,"threshold_uncertainty_score":0.6753106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08374709420599576,"score_gpt":0.38034460730631,"score_spread":0.2965975131003143,"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."}}