{"id":"W4229458005","doi":"10.1001/jama.2022.4296","title":"Testing, Surveillance, and Mitigation Strategies for COVID-19","year":2022,"lang":"en","type":"letter","venue":"JAMA","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Family medicine; Otorhinolaryngology; Coronavirus disease 2019 (COVID-19); MEDLINE; Psychiatry; Internal medicine; Disease; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01674942,0.0003625954,0.0004859299,0.001502658,0.004096284,0.00297077,0.001893373,0.009081084,0.02262667],"category_scores_gemma":[0.08227576,0.0003127213,0.0006347743,0.00100645,0.001239545,0.003203424,0.002538853,0.00785864,0.003101303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003500627,"about_ca_system_score_gemma":0.01608417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02405586,"about_ca_topic_score_gemma":0.04278344,"domain_scores_codex":[0.9880853,0.005651662,0.001845769,0.000632803,0.002314586,0.001469932],"domain_scores_gemma":[0.9623563,0.01857316,0.002780163,0.00179002,0.008035298,0.00646492],"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":[0.0001177688,0.0002521404,0.04410468,0.0002409526,0.0000155173,0.002101388,0.0007297666,0.00006629176,0.0001972669,0.006479185,0.8982835,0.04741149],"study_design_scores_gemma":[0.0004597262,0.0009389619,0.06894717,0.0100665,0.0001446653,0.006969037,0.00856374,0.001413192,0.000947222,0.02232594,0.8791167,0.0001071156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007757125,0.002894308,0.0005047792,0.9438765,0.005261751,0.0002652089,0.0005323699,0.00007154097,0.03883637],"genre_scores_gemma":[0.1198831,0.004866907,0.004706617,0.8365525,0.01033901,0.0008149847,0.0007711787,0.00007919819,0.02198648],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02405586,"threshold_uncertainty_score":0.08858043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09566483879148355,"score_gpt":0.4275414147936086,"score_spread":0.3318765760021251,"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."}}