{"id":"W3157498745","doi":"10.1097/md.0000000000025662","title":"Advancing research for HIV prevention among African, Caribbean and Black men","year":2021,"lang":"en","type":"article","venue":"Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Western University; University of Windsor; University of Ottawa; Ontario HIV Treatment Network","funders":"Canadian Institutes of Health Research; Ontario HIV Treatment Network","keywords":"Medicine; Focus group; Psychosocial; Vulnerability (computing); Windsor; Gerontology; Population; Human immunodeficiency virus (HIV); Psychological resilience; Service provider; Environmental health; Economic growth; Service (business); Family medicine; Social psychology; Sociology; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0161347,0.0004171531,0.0006791859,0.002127845,0.0071415,0.005122268,0.001605817,0.001364461,0.01065685],"category_scores_gemma":[0.01710261,0.0003422704,0.0006406802,0.002144472,0.003349763,0.001968264,0.0037748,0.001724587,0.0005716357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.022641,"about_ca_system_score_gemma":0.1431419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5954075,"about_ca_topic_score_gemma":0.8189347,"domain_scores_codex":[0.9939092,0.003715435,0.0001928388,0.0002305765,0.0009111142,0.00104069],"domain_scores_gemma":[0.9842594,0.005283432,0.00156814,0.0006234657,0.003800822,0.004464731],"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":[0.0002909782,0.0012964,0.1494061,0.0109096,0.0003366715,0.0005898126,0.07490403,0.0001788544,0.001632889,0.03151489,0.08819351,0.6407462],"study_design_scores_gemma":[0.0004017304,0.0007901674,0.2552367,0.05091923,0.0008648671,0.0003384242,0.1886651,0.0003405945,0.001455248,0.01471629,0.4861892,0.00008245704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1613953,0.2595351,0.002422013,0.4458449,0.003536007,0.002713833,0.001103955,0.00008832704,0.1233606],"genre_scores_gemma":[0.7286,0.1987947,0.01550393,0.03571042,0.001202076,0.002366853,0.0004130619,0.00002812053,0.01738076],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5954075,"threshold_uncertainty_score":0.8139504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05972519573272646,"score_gpt":0.422709632067617,"score_spread":0.3629844363348906,"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."}}