{"id":"W2911771107","doi":"10.1108/jes-11-2017-0346","title":"Workopolis or The Pirate Bay: what does Google Trends say about the unemployment rate?","year":2019,"lang":"en","type":"article","venue":"Journal of Economic Studies","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Unemployment; Unemployment rate; Originality; Order (exchange); Predictive power; Value (mathematics); Econometrics; Economics; Computer science; Macroeconomics; Sociology; Social science; Machine learning; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001114077,0.0002558173,0.0005257567,0.003719216,0.001201094,0.002889122,0.0007693534,0.0005421464,0.002137481],"category_scores_gemma":[0.0134938,0.0001319408,0.0004957419,0.009045715,0.000739083,0.001516871,0.0006255669,0.0007155948,0.0005153136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004393306,"about_ca_system_score_gemma":0.005305379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8753139,"about_ca_topic_score_gemma":0.8908488,"domain_scores_codex":[0.9993683,0.00008102899,0.0000481528,0.0001149222,0.0002493694,0.0001383207],"domain_scores_gemma":[0.9956825,0.001113739,0.001214143,0.000240763,0.001356784,0.0003921284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001552621,0.00002314231,0.9603958,0.0002498519,0.0001024654,0.0001056349,0.001497303,0.0009670944,0.0001385519,0.001964204,0.006732841,0.02766788],"study_design_scores_gemma":[0.000004834757,0.00003167905,0.9728873,0.0003790251,0.00008787039,0.00006623463,0.00704226,0.005284615,0.0002474898,0.001034417,0.0129056,0.00002866159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9113932,0.005855815,0.001683052,0.009325441,0.0001518235,0.00008269879,0.05038617,0.00008062799,0.02104122],"genre_scores_gemma":[0.9874829,0.002002751,0.000779449,0.0002502522,0.00007998869,0.00001841341,0.00814217,0.00001640195,0.001227689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8753139,"threshold_uncertainty_score":0.2508408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189099592237088,"score_gpt":0.3361085486493522,"score_spread":0.2942175527269814,"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."}}