{"id":"W3124658518","doi":"10.2196/24971","title":"Nonprescription Products of Internet Retailers for the Prevention and Management of Herpes Zoster and Postherpetic Neuralgia: Analysis of Consumer Reviews on Amazon","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shingles; Postherpetic neuralgia; Medicine; Zona; Dermatology; Advertising; Business; Family medicine; Virology; Anesthesia; Neuropathic pain; Viral disease; Virus; Human immunodeficiency virus (HIV)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001503111,0.0002948286,0.0005149014,0.004458185,0.0002299305,0.000710032,0.0002435954,0.0002404328,0.002894639],"category_scores_gemma":[0.00916233,0.0001307109,0.001106332,0.004400025,0.000165189,0.0006081834,0.0003758997,0.0002599811,0.0004816247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004951644,"about_ca_system_score_gemma":0.0004985147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006208164,"about_ca_topic_score_gemma":0.0107469,"domain_scores_codex":[0.9981551,0.0004125165,0.0003220176,0.0001792145,0.0008508028,0.00008045005],"domain_scores_gemma":[0.9816995,0.008119517,0.006160096,0.0003438796,0.003308479,0.00036855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004586974,0.0003705712,0.8540421,0.008831551,0.001398817,0.0007966097,0.001902654,0.0002395994,0.00482147,0.0002227904,0.005109378,0.1176774],"study_design_scores_gemma":[0.00003756933,0.0003779364,0.990775,0.0002668017,0.0005769064,0.0005176236,0.0006357537,0.0005919071,0.0006746527,0.00002689362,0.005497522,0.00002127795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632074,0.01603943,0.000251073,0.0001762746,0.0000268913,0.0003810923,0.01475684,0.00004200391,0.005118964],"genre_scores_gemma":[0.9848648,0.004793221,0.001190142,0.0001509147,0.00005413665,0.0001964316,0.006692958,0.0000200203,0.002037412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006208164,"threshold_uncertainty_score":0.012344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613421337986578,"score_gpt":0.3266106972982123,"score_spread":0.2904764839183466,"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."}}