{"id":"W3126354780","doi":"10.2196/23843","title":"A Patient-Initiated Digital COVID-19 Contact Notification Tool (TellYourContacts): Evaluation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Notification system; Phone; Coronavirus disease 2019 (COVID-19); Internet privacy; Medical emergency; Infectious disease (medical specialty); Contact tracing; Analytics; Medicine; Pandemic; World Wide Web; Computer science; Disease; Data science; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003089544,0.0002802395,0.0003266583,0.0006108956,0.0006849073,0.002638671,0.0009299994,0.0001066151,0.0001293326],"category_scores_gemma":[0.004015594,0.00027494,0.0001332285,0.002379222,0.0000692666,0.006614821,0.000928212,0.0006669762,0.0006091254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834237,"about_ca_system_score_gemma":0.002978372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008531282,"about_ca_topic_score_gemma":0.00008442105,"domain_scores_codex":[0.99313,0.001366107,0.0007578836,0.000866633,0.003048804,0.0008305158],"domain_scores_gemma":[0.9935609,0.002021683,0.0002215656,0.001240193,0.002522788,0.0004329001],"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":[0.0006106546,0.01031805,0.01929168,0.000679576,0.0005968451,0.001128808,0.2751048,0.0006840687,0.006782508,0.03577355,0.007606079,0.6414234],"study_design_scores_gemma":[0.02504869,0.0145404,0.3438208,0.0007883394,0.0001048142,0.0003650523,0.08780669,0.4120642,0.02683436,0.02864338,0.05546905,0.004514254],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265147,0.00009593165,0.05914679,0.002169532,0.0003385499,0.003371338,0.00007121957,0.0003733774,0.007918552],"genre_scores_gemma":[0.9984277,0.000003683132,0.0001280788,0.0004897862,0.0000415086,0.0006179127,0.0001544541,0.00002267069,0.0001141915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6369092,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780582616485409,"score_gpt":0.4525393850021125,"score_spread":0.2744811233535716,"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."}}