{"id":"W4229335324","doi":"10.12927/hcq.2022.26816","title":"Healthcare Quarterly at 25","year":2022,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hopefulness; Coronavirus disease 2019 (COVID-19); Health care; Political science; 2019-20 coronavirus outbreak; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Development economics; Psychology; Economics; Medicine; Social psychology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007300022,0.0004442163,0.0005264981,0.0004080006,0.001542554,0.0003496526,0.001946542,0.0001161471,0.0001078905],"category_scores_gemma":[0.00001714783,0.0005145164,0.0002605297,0.001120333,0.00004728849,0.001100429,0.0003019449,0.0008253426,0.0003657093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191261,"about_ca_system_score_gemma":0.001081774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003811687,"about_ca_topic_score_gemma":0.003657395,"domain_scores_codex":[0.9944986,0.0006709204,0.0008798728,0.001342676,0.00127418,0.001333806],"domain_scores_gemma":[0.9965538,0.0003304455,0.0003266057,0.001875758,0.0002126574,0.0007007587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000121876,0.0003012946,0.004450137,0.0008164698,0.00005002617,0.0007582794,0.05221666,0.00002671483,0.000377434,0.1743695,0.006865791,0.7596459],"study_design_scores_gemma":[0.007369131,0.0651526,0.07082151,0.0005631005,0.00005599193,0.002805585,0.02470454,0.01969514,0.0002688702,0.06654526,0.7353309,0.006687383],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3835963,0.007080135,0.06937476,0.5124548,0.01128605,0.004631164,0.0006140116,0.006169462,0.004793319],"genre_scores_gemma":[0.9842076,0.000004344621,0.00120452,0.01312724,0.0002182537,0.0003091666,0.00004891849,0.00005730574,0.0008226615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7529585,"threshold_uncertainty_score":0.9997573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942407467996463,"score_gpt":0.3016162938514566,"score_spread":0.2721922191714919,"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."}}