{"id":"W3201122600","doi":"10.14745/ccdr.v47i09a02","title":"FluWatchers: Evaluation of a crowdsourced influenza-like illness surveillance application for Canadian influenza seasons 2015–2016 to 2018–2019","year":2021,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Influenza-like illness; Environmental health; Disease surveillance; Population; Influenza season; Respiratory infection; Epidemiology; Vaccination; Influenza vaccine; Virology; Virus; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001885595,0.0003507379,0.0007745422,0.0001660089,0.0003173417,0.00004418604,0.0005396411,0.0001225273,0.0001599011],"category_scores_gemma":[0.00440094,0.000389622,0.0001932613,0.0009167276,0.0001115305,0.0001659803,0.0002220932,0.0002120232,0.00001486342],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023986,"about_ca_system_score_gemma":0.04488706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7767555,"about_ca_topic_score_gemma":0.9607479,"domain_scores_codex":[0.9960171,0.0003851472,0.0008870132,0.000714041,0.001303639,0.0006930845],"domain_scores_gemma":[0.9888421,0.0002642525,0.0004579239,0.00425809,0.004062171,0.002115423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001032805,0.0004181952,0.47017,0.0008605864,0.0008520587,0.0007003373,0.0002343406,0.007356166,0.002405677,0.0001138329,0.5051311,0.01072488],"study_design_scores_gemma":[0.001925002,0.00002604311,0.2938235,0.0002526465,0.000383705,0.00005752245,0.0002885997,0.002645902,0.0002594807,0.0000475341,0.6998171,0.0004729942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619151,0.01180999,0.0004643523,0.007352382,0.0006574862,0.005799116,0.008489708,0.0001753701,0.003336461],"genre_scores_gemma":[0.9874453,0.00004930188,0.0004875158,0.004500919,0.00008937059,0.0009254469,0.005559465,0.00009059003,0.0008520683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.194686,"threshold_uncertainty_score":0.9998556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338065725895174,"score_gpt":0.3333065358893709,"score_spread":0.2999258786304192,"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."}}