{"id":"W2912066166","doi":"10.2196/12974","title":"Seasonality Patterns of Internet Searches on Mental Health: Exploratory Infodemiology Study","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Mental health; Public health; The Internet; Psychiatry; Population; Psychology; Anxiety; Medicine; Geography; Environmental health; Computer science; World Wide Web; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001255917,0.0002358709,0.0008080256,0.00007506593,0.00006176619,0.000006268398,0.0001860123,0.00005513082,0.0003935382],"category_scores_gemma":[0.00002265835,0.0002088963,0.0001090724,0.0001335194,0.00007356753,0.0001008847,0.0002038593,0.0003367861,0.000294976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008385288,"about_ca_system_score_gemma":0.0005649276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103469,"about_ca_topic_score_gemma":0.0004716194,"domain_scores_codex":[0.9968607,0.0007819205,0.0006976124,0.0005184949,0.0006018723,0.000539425],"domain_scores_gemma":[0.9984221,0.00008469934,0.0003412492,0.0005623944,0.00004679427,0.0005427601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001282811,0.002356793,0.961152,0.001025076,0.00008202701,0.000005716931,0.005152887,4.475372e-7,0.00004394563,0.0000589113,0.02370022,0.00513913],"study_design_scores_gemma":[0.003930663,0.006421797,0.9764999,0.0005324862,0.000003395271,0.00001049399,0.005740932,0.00005920859,0.00005661117,0.000006384038,0.006593484,0.0001446185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895408,0.0003086966,0.000004324403,0.00431561,0.0003686454,0.003507381,0.001607208,0.00008607628,0.0002612896],"genre_scores_gemma":[0.9917547,0.0001062986,0.00004391106,0.006141594,0.00006639397,0.0001014061,0.001190267,0.0000322306,0.0005631908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01710674,"threshold_uncertainty_score":0.8518543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05839496926781887,"score_gpt":0.3982021268577475,"score_spread":0.3398071575899286,"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."}}