{"id":"W3113188165","doi":"10.2196/19712","title":"Effectiveness of a Mobile-Based Influenza-Like Illness Surveillance System (FluMob) Among Health Care Workers: Longitudinal Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Medical Research Council; Medical Research Council","keywords":"Medicine; Sore throat; Influenza-like illness; mHealth; Disease surveillance; Medical emergency; Health care; Family medicine; Environmental health; Psychological intervention; Public health; Nursing","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":[0.0189187,0.0005493909,0.0007118637,0.00118879,0.001825698,0.002128245,0.001202391,0.001420122,0.002209273],"category_scores_gemma":[0.03452862,0.0007402294,0.0018275,0.0009590563,0.000758344,0.002923116,0.002000147,0.001887004,0.0007365917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549934,"about_ca_system_score_gemma":0.002195378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01102579,"about_ca_topic_score_gemma":0.01145596,"domain_scores_codex":[0.9911928,0.00427929,0.001025698,0.00103188,0.001366222,0.001104046],"domain_scores_gemma":[0.9755203,0.006444579,0.008917443,0.002181388,0.004537663,0.002398667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007938783,0.004916054,0.9772575,0.000199312,0.0004043334,0.00008450644,0.003572916,0.0001285746,0.0002407489,0.00005756824,0.0005333561,0.01181118],"study_design_scores_gemma":[0.00015052,0.00959815,0.9804966,0.0002434745,0.0004367316,0.000125392,0.005985378,0.001257117,0.0003551551,0.00007575475,0.001213841,0.00006182752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981773,0.0002176301,0.0002197998,0.0001376044,0.00001400296,0.0003100218,0.0003705295,0.000008079087,0.0005449802],"genre_scores_gemma":[0.997793,0.0001726139,0.0004333379,0.0001877308,0.0000249423,0.0004384146,0.000513297,0.000006777191,0.0004298304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0189187,"threshold_uncertainty_score":0.1000529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042053708613825,"score_gpt":0.4359063644078139,"score_spread":0.3317009935464314,"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."}}