{"id":"W4417459700","doi":"10.1145/3775061","title":"In Memoriam: Professor Soon Ae Chun","year":2025,"lang":"en","type":"article","venue":"Digital Government Research and Practice","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institute on Governance","funders":"","keywords":"","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003170011,0.0001216068,0.0002195264,0.0001118483,0.0001282376,0.0001381126,0.0001311175,0.0001108484,0.000163786],"category_scores_gemma":[0.03411611,0.0001070783,0.0000295637,0.0004676048,0.000287274,0.001631513,0.0002165339,0.001123528,0.0002014777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000647833,"about_ca_system_score_gemma":0.0003724757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005619311,"about_ca_topic_score_gemma":0.00001244979,"domain_scores_codex":[0.9967198,0.0002870748,0.0002682968,0.0003749506,0.001895453,0.0004543785],"domain_scores_gemma":[0.9942855,0.004878332,0.00007106913,0.0003233544,0.0001623558,0.0002793385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01857589,0.005431545,0.005354666,0.0009561192,0.0003012059,0.003109188,0.001355595,2.81255e-7,0.002712653,0.02499131,0.8442329,0.09297863],"study_design_scores_gemma":[0.001773166,0.0005549819,0.001705423,0.0001605396,0.0000242379,0.0001043908,0.002523215,0.00001773005,0.0002528181,0.001014211,0.9917803,0.00008900057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0291923,0.0010037,0.00006141969,0.1028848,0.0004684616,0.0007445084,0.00001248821,0.00002621122,0.8656061],"genre_scores_gemma":[0.8208061,0.0007702236,0.0004781558,0.004612471,0.0004064334,0.00009448725,0.000011313,0.00002298823,0.1727978],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7916139,"threshold_uncertainty_score":0.9740199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0685573976578134,"score_gpt":0.4484396521961372,"score_spread":0.3798822545383238,"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."}}