{"id":"W3044552022","doi":"10.17504/protocols.io.bivske6e","title":"Mass testing equity during infectious disease outbreaks: a scoping review. v2","year":2020,"lang":"en","type":"preprint","venue":"","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montfort Hospital; École Nationale d'Administration Publique","funders":"","keywords":"Outbreak; Equity (law); Infectious disease (medical specialty); Business; Medicine; Disease; Virology; Political science; Internal medicine","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004500538,0.0005160731,0.001016376,0.0001923459,0.0002051601,0.0001154994,0.0002054371,0.0002002357,0.0001220091],"category_scores_gemma":[0.01089491,0.0004924024,0.0003593263,0.0004964471,0.00005595407,0.00008331414,0.001393573,0.001357552,0.0001841763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003070454,"about_ca_system_score_gemma":0.0006766474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001889671,"about_ca_topic_score_gemma":0.0000207743,"domain_scores_codex":[0.9969398,0.0001044105,0.0009011056,0.001007198,0.0005466801,0.0005007857],"domain_scores_gemma":[0.9978123,0.0002626104,0.0004653495,0.0007746756,0.0002796977,0.0004053521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003416829,0.0004454499,0.1673054,0.5240632,0.0007035684,0.003633076,0.000288608,0.0001799474,0.2650975,0.0001063346,0.0008479193,0.03698733],"study_design_scores_gemma":[0.004183491,0.0003071993,0.01759957,0.8836337,0.002726085,0.0008771243,0.00006847141,0.01244082,0.07202311,0.003344008,0.0002498602,0.002546572],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6646936,0.03219839,0.01361711,0.005226016,0.003439569,0.01193066,0.00004680483,0.01031029,0.2585376],"genre_scores_gemma":[0.9777182,0.0006969098,0.00645212,0.012813,0.00153752,0.0003643804,0.00003440979,0.0001651331,0.0002183176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3595705,"threshold_uncertainty_score":0.9997528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231215727544832,"score_gpt":0.391386849243002,"score_spread":0.2682652764885188,"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."}}