{"id":"W3111370847","doi":"10.2196/20913","title":"Trends in Web Searches About the Causes and Treatments of Autism Over the Past 15 Years: Exploratory Infodemiology Study","year":2020,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Place Centre; Hospital for Sick Children; University of Toronto; McMaster University","funders":"","keywords":"The Internet; Autism; Autism spectrum disorder; Informatics; MEDLINE; Medicine; Intervention (counseling); Variety (cybernetics); World Wide Web; Psychology; Data science; Internet privacy; Computer science; Psychiatry; Artificial intelligence; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003238957,0.0001075194,0.000245304,0.00008980263,0.00005501235,0.00001985292,0.00008305629,0.00003789603,0.00002408066],"category_scores_gemma":[0.0001207835,0.00006459628,0.00003477088,0.0003695673,0.00008546849,0.00006016602,0.0001616455,0.0001630322,0.000002242421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000110195,"about_ca_system_score_gemma":0.00004631736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004787613,"about_ca_topic_score_gemma":0.0001000513,"domain_scores_codex":[0.9990297,0.0001612025,0.0002555145,0.0002079862,0.0001695361,0.0001760793],"domain_scores_gemma":[0.9993371,0.0002561025,0.0001186858,0.0001787258,0.00002189122,0.00008742827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003890691,0.00009951687,0.9896541,0.00005322859,0.0000348931,0.00002446362,0.004285906,0.000002460169,0.00001358342,0.000009824613,0.001447481,0.004335675],"study_design_scores_gemma":[0.001046582,0.0001582154,0.9954354,0.00001157598,0.0000763583,0.000001612742,0.00150926,0.0002177607,5.248256e-7,0.000007066058,0.001477205,0.00005844743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968925,0.002165443,6.890936e-7,0.00039835,0.00003438701,0.0002923623,0.00009342426,0.00001777219,0.0001050342],"genre_scores_gemma":[0.9989244,0.0005971608,0.000008634017,0.0001902272,0.0001578904,0.00004463091,0.00003116216,0.00001085685,0.00003497608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00578133,"threshold_uncertainty_score":0.263416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121587332271437,"score_gpt":0.3344269751090068,"score_spread":0.2732111017862924,"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."}}