{"id":"W4225806973","doi":"10.2196/35548","title":"Geosocial Networking App Use Associated With Sexual Risk Behavior and Pre-exposure Prophylaxis Use Among Gay, Bisexual, and Other Men Who Have Sex With Men: Cross-sectional Web-Based Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Boulder; National Science Foundation","keywords":"Serostatus; Men who have sex with men; Demography; Medicine; Cross-sectional study; Sex partners; Condom; Anal intercourse; Unsafe Sex; Psychology; Human immunodeficiency virus (HIV); Clinical psychology; Family medicine; Viral load","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004166457,0.0002890138,0.0004318242,0.000565031,0.001868912,0.0006397323,0.0001908776,0.0001605868,0.0003586348],"category_scores_gemma":[0.0004674209,0.0002186329,0.00005938637,0.0009532538,0.00124108,0.0007922321,0.000352686,0.002052516,0.000004176024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004706711,"about_ca_system_score_gemma":0.0005297642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005112794,"about_ca_topic_score_gemma":0.006289002,"domain_scores_codex":[0.9932834,0.002548417,0.000440066,0.0005733265,0.002197514,0.0009572598],"domain_scores_gemma":[0.9970341,0.001062015,0.0002200835,0.0003314067,0.0009060114,0.0004463808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002550958,0.0008545646,0.9750988,0.00009085668,0.0003751885,0.00005374284,0.003672584,0.00004365485,0.00008845364,0.000004115425,0.01585626,0.001310852],"study_design_scores_gemma":[0.004954377,0.02071606,0.9522042,0.00009650178,0.00002882903,0.000025594,0.002506917,0.01822698,0.00003962735,0.000003267082,0.0009521681,0.0002454433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944496,0.00005148281,0.00009960325,0.00003464201,0.00001002675,0.002517047,0.001906291,0.00007080667,0.0008605639],"genre_scores_gemma":[0.9715529,0.00001002123,0.00003232181,0.00001623954,0.00009354151,0.001620962,0.0004687184,0.000071225,0.02613407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02527351,"threshold_uncertainty_score":0.9994305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09111939587605469,"score_gpt":0.4098658228188043,"score_spread":0.3187464269427497,"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."}}