{"id":"W4282836371","doi":"10.2196/38322","title":"From the Cochrane Library: Interventions for the Prevention of Herpes Simplex Labialis (Cold Sores on the Lips)","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herpes Labialis; Medicine; Cochrane Library; Herpes simplex virus; Dermatology; Virology; Surgery; Randomized controlled trial; Virus","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001176439,0.00009741421,0.0002115941,0.00004082927,0.000486178,0.00001676845,0.0001830393,0.00004664779,0.00182488],"category_scores_gemma":[0.00006183429,0.00004704579,0.0003046276,0.0001690634,0.0001229338,0.00004249268,0.0001007249,0.0001544402,0.00001856509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001999161,"about_ca_system_score_gemma":0.0000528337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001649101,"about_ca_topic_score_gemma":0.00008393603,"domain_scores_codex":[0.9990537,0.0002758628,0.0002630609,0.0001399479,0.0001253418,0.0001421593],"domain_scores_gemma":[0.998165,0.001242213,0.0001366686,0.0004076674,0.00002589989,0.0000225293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001321487,0.00510838,0.01389629,0.0004133042,0.003425249,0.00005604577,0.003531892,0.0001148128,0.0003569376,0.1692373,0.7085381,0.09400027],"study_design_scores_gemma":[0.001737385,0.0004115847,0.009434772,0.0001383118,0.0003472198,0.0000649339,0.001133452,0.0003264772,0.002839818,0.007125255,0.9763641,0.00007664465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242606,0.001651224,0.0003777954,0.06794687,0.0005009188,0.00287307,0.0005068279,0.00008847252,0.001794201],"genre_scores_gemma":[0.9951701,0.00007843709,0.00005306115,0.001498636,0.000104707,0.001838083,0.00009598207,0.00001908709,0.001141963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2678261,"threshold_uncertainty_score":0.9990876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05408235955117354,"score_gpt":0.3625694693599461,"score_spread":0.3084871098087725,"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."}}