{"id":"W2996491802","doi":"10.2196/16030","title":"A Men Who Have Sex With Men–Friendly Doctor Finder Hackathon in Guangzhou, China: Development of a Mobile Health Intervention to Enhance Health Care Utilization","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Mental Health; South China University of Technology; National Natural Science Foundation of China; Central Michigan University; City University of Hong Kong; National Science Foundation","keywords":"mHealth; Men who have sex with men; Health care; Health promotion; Social media; Medicine; Public health; Medical education; Psychology; Nursing; Family medicine; Psychological intervention; Computer science; Political science; World Wide Web","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":[0.002628638,0.0006227618,0.000440105,0.0004976412,0.003684186,0.0006551685,0.0009301273,0.0008576497,0.006246638],"category_scores_gemma":[0.001717047,0.0004098102,0.000740489,0.0002401968,0.001075264,0.001079827,0.002527511,0.001220306,0.000397945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766161,"about_ca_system_score_gemma":0.005826767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334312,"about_ca_topic_score_gemma":0.03342111,"domain_scores_codex":[0.9991863,0.0002735057,0.00003115021,0.00009680492,0.00008483137,0.0003272861],"domain_scores_gemma":[0.9992587,0.00009235358,0.00005887697,0.00004069935,0.00007238276,0.0004769738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.00322515,0.0525714,0.1707556,0.003439146,0.00026731,0.007645336,0.1260214,0.001273152,0.02532256,0.002730403,0.02005646,0.5866922],"study_design_scores_gemma":[0.006652902,0.09982813,0.6004246,0.001364506,0.0006730255,0.001532282,0.1902695,0.005778551,0.01121461,0.002102376,0.07982526,0.0003342419],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992377,0.0001359757,0.0007458921,0.0014166,0.00007470478,0.002405194,0.0000780907,0.00007392393,0.002692609],"genre_scores_gemma":[0.9740366,0.0006567104,0.0114723,0.001935425,0.00005869731,0.004501646,0.0002495058,0.00003162324,0.007057461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334312,"threshold_uncertainty_score":0.02653092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428394183736645,"score_gpt":0.3331533115872845,"score_spread":0.318869369749918,"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."}}