{"id":"W7092358990","doi":"10.1007/978-981-95-2473-0_4","title":"Summary","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Audit; Accountability; Internal audit; Performance audit; External auditor; Control (management); Information technology audit; Function (biology)","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":[0.0000786922,0.0002448495,0.0002427112,0.0002250396,0.00004594747,0.0002725048,0.001201358,0.0001719401,0.0001273728],"category_scores_gemma":[0.00002434777,0.0002381641,0.0001616859,0.00004298962,0.0000178892,0.0003941162,0.0008389581,0.0002516765,0.0004457964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264207,"about_ca_system_score_gemma":0.000365521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002101938,"about_ca_topic_score_gemma":0.0000430505,"domain_scores_codex":[0.9988078,0.000003967013,0.0002255331,0.0005135289,0.0002614069,0.0001876988],"domain_scores_gemma":[0.9986445,0.0002361064,0.00006224083,0.0009179884,0.00006563454,0.00007350244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.928281e-7,0.000002491515,0.000001419679,0.00004245658,0.0000186021,0.00004166634,0.000009128837,7.037326e-7,0.00000193705,0.9055423,0.03192535,0.06241327],"study_design_scores_gemma":[0.00006302364,0.00001936818,0.00000565344,0.0002740838,0.000007546956,0.000002660991,2.69562e-7,0.0005127015,0.00003149246,0.08703823,0.9117622,0.0002827483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.521518e-8,0.0002761482,0.1636515,0.0009095988,0.0003772391,0.0001082285,0.000004556035,0.0004076916,0.834265],"genre_scores_gemma":[0.0002140322,0.00002937332,0.003965604,0.003866452,0.00006212786,0.000002613808,0.000006258674,0.00001321604,0.9918403],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8798369,"threshold_uncertainty_score":0.9712049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02238871919640239,"score_gpt":0.2486736440359116,"score_spread":0.2262849248395092,"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."}}