{"id":"W3005281102","doi":"10.2196/14743","title":"Web-Supported Social Network Testing for HIV Among Men Who Have Sex With Men With a Migration Background: Protocol for a Mixed Methods Pilot Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiteit Maastricht; Universiteit Utrecht","keywords":"Men who have sex with men; Social network (sociolinguistics); Sexual orientation; Medicine; Stigma (botany); Human immunodeficiency virus (HIV); Peer group; Psychology; Family medicine; Social media; Social psychology; World Wide Web; Psychiatry; Computer science","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":[0.04275062,0.003337518,0.004191254,0.002427853,0.005012334,0.002633261,0.003452135,0.004351857,0.06838915],"category_scores_gemma":[0.02764063,0.003004624,0.003455843,0.002035556,0.002255603,0.00242188,0.002995022,0.005389085,0.01276083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004178226,"about_ca_system_score_gemma":0.01846386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004907955,"about_ca_topic_score_gemma":0.006961033,"domain_scores_codex":[0.9812671,0.01231603,0.002437099,0.001142849,0.001320503,0.001516411],"domain_scores_gemma":[0.9793172,0.006632748,0.002585903,0.003119179,0.005869453,0.00247561],"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":[0.2279573,0.1283233,0.01322965,0.07588573,0.001728862,0.002674146,0.01952792,0.009389441,0.009453675,0.01425968,0.1125737,0.3849967],"study_design_scores_gemma":[0.3698698,0.1511312,0.05023418,0.02564636,0.001584061,0.0006839586,0.01338165,0.007774192,0.007144189,0.01501789,0.3565582,0.000974311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00176727,0.0000451526,0.001071036,0.00006561005,0.00005897827,0.9960006,0.0005261734,0.00002940417,0.0004357844],"genre_scores_gemma":[0.0006001921,0.00003151944,0.001356,0.00003765403,0.000009006182,0.9977769,0.00005290548,0.000001487016,0.0001342767],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06838915,"threshold_uncertainty_score":0.2287845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3391433253455488,"score_gpt":0.5708134802751557,"score_spread":0.2316701549296069,"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."}}