{"id":"W3217515644","doi":"10.2196/28268","title":"Diagnostic Accuracy of an At-Home, Rapid Self-test for Influenza: Prospective Comparative Accuracy Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Respiratory illness; Rapid diagnostic test; Influenza A virus; Diagnostic test; Internal medicine; Immunology; Emergency medicine; Virus; Respiratory system","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":[0.008456891,0.0003818059,0.0004254518,0.001017328,0.0003565501,0.0009547439,0.00067279,0.0008653891,0.0008728261],"category_scores_gemma":[0.02962076,0.0003586833,0.0007899774,0.0006919661,0.0006376147,0.0007882756,0.0005518731,0.0005195787,0.0003877433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004135291,"about_ca_system_score_gemma":0.0002231839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002059112,"about_ca_topic_score_gemma":0.001766053,"domain_scores_codex":[0.9936624,0.00289988,0.0005960987,0.001363176,0.001217557,0.00026091],"domain_scores_gemma":[0.9713949,0.01463462,0.006003986,0.002868059,0.004261038,0.0008374337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007241707,0.0001140083,0.9972413,0.00001477942,0.0001987444,0.00002417521,0.0001275833,0.00005907736,0.0001276747,0.00001217364,0.0000407524,0.001315667],"study_design_scores_gemma":[0.00007294917,0.002252569,0.994679,0.00001502785,0.0002379927,0.0004134819,0.0002122149,0.001491653,0.0003985874,0.00002357923,0.0001903921,0.0000125534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989573,0.0001976489,0.0003470284,0.00001367304,0.00001318831,0.00002431425,0.0001969196,0.000005572973,0.0002441839],"genre_scores_gemma":[0.9993917,0.00004083981,0.0002425044,0.00001495561,0.00001079841,0.00001182594,0.000229278,0.000002789721,0.00005529827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008456891,"threshold_uncertainty_score":0.04472482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1177776292311452,"score_gpt":0.4426774143111625,"score_spread":0.3248997850800173,"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."}}