{"id":"W4362718581","doi":"10.6026/97320630019278","title":"Is self-testing the next paradigm for diagnostics?","year":2023,"lang":"en","type":"article","venue":"Bioinformation","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Usability; Test (biology); Medicine; The Internet; Computer science; World Wide Web; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002598693,0.00007079333,0.00007742025,0.00006946716,0.0001978327,0.00005607403,0.00004393801,0.00004531394,0.000005681041],"category_scores_gemma":[0.001330072,0.00005033048,0.000049135,0.0004390457,0.00001312331,0.000210228,0.00001661476,0.0000664219,0.000423756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003313581,"about_ca_system_score_gemma":0.00004032966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001151256,"about_ca_topic_score_gemma":9.458582e-7,"domain_scores_codex":[0.9994232,0.000006223599,0.0002122459,0.00006722133,0.0001308408,0.0001602722],"domain_scores_gemma":[0.9991632,0.0004995174,0.00009374497,0.0001371623,0.00008256056,0.0000238916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001564513,0.000121188,0.02606704,0.001277865,0.0002163151,0.00001422391,0.01634973,0.00005904835,0.02347794,0.004066431,0.2062164,0.7219774],"study_design_scores_gemma":[0.001557089,0.0002734397,0.04561234,0.0001484842,0.0001046625,0.0001390083,0.0008915745,0.6413437,0.04727887,0.0006531467,0.2618009,0.0001968474],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815778,0.00007598421,0.004508872,0.002866349,0.00067581,0.001206038,0.00001628786,0.001296576,0.007776329],"genre_scores_gemma":[0.9895332,0.00002514995,0.003887316,0.005798126,0.0004021836,0.0001403082,0.00007955276,0.00001981307,0.0001143581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7217806,"threshold_uncertainty_score":0.5446667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302483572485906,"score_gpt":0.3231847387990835,"score_spread":0.192936381550493,"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."}}