{"id":"W2301441047","doi":"10.2196/jmir.5258","title":"Including Online-Recruited Seeds: A Respondent-Driven Sample of Men Who Have Sex With Men","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Simon Fraser University; AIDS Vancouver; University of British Columbia","funders":"National Institute on Drug Abuse; Michael Smith Health Research BC; Canadian Institutes of Health Research; Canadian Foundation for AIDS Research","keywords":"Men who have sex with men; Respondent; Sample (material); Demography; Population; Sex partners; Psychology; Gerontology; Medicine; Family medicine; Human immunodeficiency virus (HIV); Political science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007920588,0.00022795,0.0009170611,0.001115022,0.00005229195,0.00003834045,0.001116364,0.0003349033,0.002559567],"category_scores_gemma":[0.01222822,0.000119981,0.0001456914,0.0005433189,0.000668886,0.0002123401,0.0006199732,0.001945059,0.00004461161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006390046,"about_ca_system_score_gemma":0.001292709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000916455,"about_ca_topic_score_gemma":0.000348973,"domain_scores_codex":[0.9899918,0.000890148,0.001222623,0.0003442777,0.006813075,0.0007380818],"domain_scores_gemma":[0.9926733,0.003514346,0.0004417936,0.0004931117,0.001625641,0.00125178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.01687687,0.002752425,0.1774952,0.000675055,0.002623832,0.005767805,0.03547807,0.000007273191,0.06792288,0.0003157527,0.501292,0.1887927],"study_design_scores_gemma":[0.08121505,0.06112669,0.07044996,0.06503507,0.001057652,0.008527296,0.2562124,0.07290703,0.1339571,0.002180136,0.2454037,0.001927879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623834,0.0002601354,0.003038115,0.02510977,0.000054104,0.0004540607,0.00004428042,0.00001976727,0.008636361],"genre_scores_gemma":[0.9554238,0.0005858563,0.001070352,0.0001883081,0.0009418271,0.000009799162,0.000008973243,0.00006508718,0.04170605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558884,"threshold_uncertainty_score":0.9983522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180656152536026,"score_gpt":0.4814049625480147,"score_spread":0.3007488100119887,"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."}}