{"id":"W2965289405","doi":"10.2196/13212","title":"The Association Between Internet Searches and Moisturizer Prescription in Japan: Retrospective Observational Study","year":2019,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medical prescription; Moisturizer; Medicine; The Internet; Computer science; World Wide Web; Biology; Internal medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003290427,0.0001412347,0.0004096514,0.00009103365,0.0001096395,0.0001251817,0.00009169566,0.00007303514,0.0000127928],"category_scores_gemma":[0.001003858,0.0001079852,0.00002800599,0.0003119691,0.00005253297,0.0002188474,0.00009588671,0.0003219593,0.00001468556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004948924,"about_ca_system_score_gemma":0.000382936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003245848,"about_ca_topic_score_gemma":0.0009718345,"domain_scores_codex":[0.9976574,0.0005403293,0.0004135697,0.0004167653,0.0005195419,0.0004523833],"domain_scores_gemma":[0.9985451,0.0004660561,0.0002010903,0.0002534556,0.0002103565,0.0003240074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000945346,0.0001052717,0.989968,0.00008094597,0.00005183987,9.814535e-7,0.0008031291,1.066678e-7,0.0000040483,0.0001420359,0.002311431,0.006437668],"study_design_scores_gemma":[0.00160626,0.0003973639,0.9805028,0.0000163341,8.698294e-7,0.000001569117,0.0005733964,0.0002089835,1.484134e-7,0.0000564537,0.01654246,0.00009333753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879339,0.0005157752,0.000007736528,0.008882556,0.0001089477,0.001725357,0.00008170111,0.00005450486,0.000689494],"genre_scores_gemma":[0.9971851,0.0001826255,0.00002495789,0.0005677883,0.0001100141,0.0001191827,0.0002313589,0.00001446312,0.001564499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01423103,"threshold_uncertainty_score":0.4403509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06582173085955705,"score_gpt":0.3383842375490024,"score_spread":0.2725625066894453,"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."}}