{"id":"W4210843271","doi":"10.2196/preprints.30063","title":"COVID-19 Assessment and Testing in Rural Communities During the Pandemic: Cross-sectional Analysis (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Pacific Safety Products (Canada); University of Ottawa","funders":"","keywords":"Triage; Pandemic; Cross-sectional study; Family medicine; Medicine; Coronavirus disease 2019 (COVID-19); Medical emergency; Telemedicine; Health care; Nursing; Political science","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":[0.002730023,0.0002200513,0.0001918199,0.0009798215,0.0005877987,0.0006370422,0.0004670824,0.0005064993,0.002125924],"category_scores_gemma":[0.005228651,0.0004656831,0.0005189068,0.001549039,0.0003210678,0.0008141424,0.0008999479,0.0005816799,0.0004854669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005816386,"about_ca_system_score_gemma":0.0009216812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03117487,"about_ca_topic_score_gemma":0.03581414,"domain_scores_codex":[0.9983852,0.000685844,0.0002142615,0.0002974173,0.0002294564,0.0001878973],"domain_scores_gemma":[0.995419,0.001377042,0.001809144,0.000287729,0.0006783135,0.0004287958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003333281,0.00005852701,0.9986469,0.00001287297,0.00002365659,0.00001872276,0.0002861128,0.00002184681,0.000051872,0.000009036078,0.0002563655,0.0005808554],"study_design_scores_gemma":[0.000007154529,0.0002068644,0.997573,0.00001680108,0.00001782956,0.00006942066,0.001727342,0.0001170526,0.00004357835,0.000005893534,0.0002114538,0.000003601553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997539,0.00006558604,0.000157792,0.00007557465,0.000006960009,0.00007052809,0.001629792,0.000004498956,0.0004502426],"genre_scores_gemma":[0.9972302,0.0001068873,0.0003557887,0.0001733383,0.00001199882,0.0001900226,0.001667158,0.000003984544,0.0002606373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03117487,"threshold_uncertainty_score":0.0619868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1591655718263016,"score_gpt":0.4648839330728136,"score_spread":0.305718361246512,"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."}}