{"id":"W4385844199","doi":"10.2196/45875","title":"A Web-Based COVID-19 Tool for Testing Residents in Retirement Homes: Development Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sächsisches Staatsministerium für Wissenschaft und Kunst; Bundesministerium für Bildung und Forschung","keywords":"Workload; Test (biology); Long-term care; Coronavirus disease 2019 (COVID-19); Pandemic; Medicine; Isolation (microbiology); Test strategy; Nursing; Medical emergency; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003689965,0.0009050997,0.0003507416,0.0009561836,0.0002573036,0.0007520596,0.001520235,0.0006779407,0.006164208],"category_scores_gemma":[0.01078077,0.0005117501,0.0006036608,0.0003602919,0.0002641711,0.001102772,0.001008173,0.0007281378,0.0015354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004826956,"about_ca_system_score_gemma":0.001321064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738678,"about_ca_topic_score_gemma":0.004112942,"domain_scores_codex":[0.9988697,0.0005408615,0.00008536388,0.0001270137,0.0002719879,0.0001050711],"domain_scores_gemma":[0.9933955,0.004702271,0.000277964,0.0002064526,0.0009646419,0.0004531446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002814105,0.01015749,0.1030307,0.003192928,0.0002965717,0.002904614,0.003616137,0.02983495,0.01605405,0.002508187,0.05844605,0.7671442],"study_design_scores_gemma":[0.003689855,0.01436095,0.2145292,0.00213206,0.0008603028,0.0052408,0.003108375,0.5750428,0.04051591,0.003415946,0.1365103,0.0005935759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7757969,0.0007983214,0.1670446,0.0008829705,0.0001547953,0.008692599,0.007127985,0.02918344,0.01031835],"genre_scores_gemma":[0.5444511,0.0007224737,0.4276478,0.0004165723,0.00004479304,0.00513334,0.01189428,0.00181158,0.007878113],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006164208,"threshold_uncertainty_score":0.0206213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2822647601687264,"score_gpt":0.4990897408139046,"score_spread":0.2168249806451782,"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."}}