{"id":"W2914472042","doi":"10.2196/12344","title":"Fraud Detection Protocol for Web-Based Research Among Men Who Have Sex With Men: Development and Descriptive Evaluation","year":2019,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; National Institute on Drug Abuse","keywords":"Men who have sex with men; The Internet; Internet privacy; Web application; Protocol (science); Psychology; World Wide Web; Computer science; Medicine; Human immunodeficiency virus (HIV); Family medicine; Alternative medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2955211,0.002074694,0.002891553,0.01705359,0.004397786,0.005596505,0.003954078,0.003205562,0.01100437],"category_scores_gemma":[0.4104333,0.002398817,0.003732642,0.01133157,0.003317958,0.006497583,0.005468162,0.005686716,0.005966389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008919743,"about_ca_system_score_gemma":0.03100458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797514,"about_ca_topic_score_gemma":0.002538143,"domain_scores_codex":[0.6707054,0.185059,0.0958654,0.00503422,0.03920825,0.004127724],"domain_scores_gemma":[0.4614289,0.2070545,0.07436196,0.06119886,0.190553,0.005402911],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01765057,0.01656727,0.1312144,0.01690707,0.001140407,0.001765986,0.0261173,0.009723041,0.006321668,0.03528692,0.1136646,0.6236408],"study_design_scores_gemma":[0.009032156,0.02159162,0.2913665,0.0243661,0.001490155,0.002602554,0.03224843,0.08186127,0.03442669,0.02412616,0.4754026,0.001485773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.03522542,0.0002577092,0.08595661,0.0009469776,0.0004063467,0.8600379,0.00787496,0.001387976,0.007905954],"genre_scores_gemma":[0.02453111,0.0002659262,0.08811914,0.0003076338,0.00007380634,0.8823411,0.003215191,0.0001715213,0.000974639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7044789,"threshold_uncertainty_score":0.8687479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217966142815311,"score_gpt":0.4328691041113573,"score_spread":0.3110724898298262,"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."}}