{"id":"W3156723785","doi":"10.1097/ipc.0000000000000998","title":"COVID Calls","year":2021,"lang":"en","type":"article","venue":"Infectious Diseases in Clinical Practice","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Center (category theory); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); University hospital; Family medicine; Library science; Infectious disease (medical specialty); Virology; Internal medicine; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001108933,0.000157762,0.0004926965,0.00009657862,0.00008750704,0.00004629086,0.00006922368,0.0002250486,0.0008618517],"category_scores_gemma":[0.2027272,0.0001525211,0.0002577809,0.0005104389,0.0001227221,0.0002942432,0.00009828839,0.0008831939,0.0003580881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003843446,"about_ca_system_score_gemma":0.004807681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005939997,"about_ca_topic_score_gemma":0.0004024187,"domain_scores_codex":[0.9971659,0.0006839381,0.0008836831,0.0004999734,0.000397158,0.0003693385],"domain_scores_gemma":[0.9835007,0.013709,0.0002426621,0.0006745476,0.00050674,0.001366382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008652616,0.004937593,0.926852,0.0004052107,0.0001308134,0.007163611,0.0000832421,0.00002595728,0.0000159911,0.0009329054,0.01087306,0.04771437],"study_design_scores_gemma":[0.003437136,0.0006286671,0.5894087,0.0001304113,0.0003534009,0.0006400917,0.0001186466,0.00005946013,0.000009609427,0.001615119,0.403417,0.0001817794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7267246,0.007354502,0.001158513,0.1630388,0.004629536,0.001437008,0.00009055415,0.0007761263,0.09479044],"genre_scores_gemma":[0.8835458,0.001717795,0.0002671309,0.1132876,0.0007571897,0.00001984616,0.00002621752,0.00002485299,0.0003535976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3925439,"threshold_uncertainty_score":0.9436671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144034034980852,"score_gpt":0.5441073479392344,"score_spread":0.4297039444411493,"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."}}