{"id":"W2982401705","doi":"10.2196/15012","title":"Nonclinical Sexual Health Support for HIV, Viral Hepatitis, and Other Sexually Transmitted Infections in Gay, Bisexual, and Other Men Who Have Sex With Men: Protocol for a European Community Health Worker Online Survey (ECHOES)","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consumers, Health, Agriculture and Food Executive Agency; European Commission","keywords":"Men who have sex with men; Reproductive health; Human immunodeficiency virus (HIV); Medicine; Sexually transmitted disease; Psychology; Gerontology; Population; Family medicine; Environmental health; Syphilis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"observational","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04224673,0.002095969,0.002018583,0.003456098,0.00309137,0.001703804,0.001763784,0.00252443,0.03819526],"category_scores_gemma":[0.01982624,0.001959801,0.002140823,0.00299767,0.001420386,0.002442941,0.00260771,0.003603711,0.009354034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003123895,"about_ca_system_score_gemma":0.01243348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004219645,"about_ca_topic_score_gemma":0.006448771,"domain_scores_codex":[0.9812939,0.01263362,0.00280659,0.0009646996,0.001002247,0.001298979],"domain_scores_gemma":[0.986214,0.003999211,0.001599886,0.001687118,0.005089284,0.001410561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06301245,0.0694085,0.07137969,0.03191374,0.0009260442,0.003073439,0.02574926,0.01463278,0.01479938,0.01589587,0.2665901,0.4226186],"study_design_scores_gemma":[0.06081723,0.03507702,0.2458113,0.0134852,0.0004320694,0.000993509,0.02135405,0.01098215,0.00842321,0.01149189,0.590183,0.0009492628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005735063,0.00007397951,0.003329418,0.000167155,0.00006590864,0.9855207,0.003637321,0.00006518025,0.001405205],"genre_scores_gemma":[0.002421554,0.00007897541,0.004279082,0.000103679,0.00001490445,0.9917327,0.0008944552,0.000007028203,0.0004675907],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04224673,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2993292430126769,"score_gpt":0.5731544764383055,"score_spread":0.2738252334256286,"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."}}