{"id":"W2318077440","doi":"10.1177/0306312715624982","title":"Keeping gay and bisexual men safe: The arena of HIV prevention science and praxis","year":2016,"lang":"en","type":"article","venue":"Social Studies of Science","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research; National Institutes of Health; University of Toronto","keywords":"Praxis; Human immunodeficiency virus (HIV); Gender studies; Sociology; Psychology; Political science; Medicine; Virology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01309846,0.0002468181,0.0003631957,0.00155517,0.01372549,0.0102677,0.0009578897,0.001575559,0.00252379],"category_scores_gemma":[0.0130993,0.000257269,0.0001800651,0.0007736731,0.0406446,0.0049283,0.007481523,0.003818994,0.0001653449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002740743,"about_ca_system_score_gemma":0.007876576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005517327,"about_ca_topic_score_gemma":0.007149843,"domain_scores_codex":[0.9833305,0.01464608,0.000168882,0.0003087659,0.0008545135,0.0006911375],"domain_scores_gemma":[0.9868476,0.01017256,0.001130514,0.0005076721,0.0003637304,0.0009779129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001810283,0.0001595058,0.00698077,0.0001155183,0.000006855389,0.0003122293,0.8309548,0.0000941243,0.0003035294,0.1329474,0.001332487,0.02677467],"study_design_scores_gemma":[0.000009880837,0.00006669289,0.003129848,0.0002660581,0.000007211883,0.0001864477,0.9341462,0.000120692,0.0003058694,0.02640346,0.03533818,0.00001937597],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8274782,0.005188945,0.01024458,0.06266264,0.0002999807,0.000166527,0.0000344483,0.00004845907,0.09387615],"genre_scores_gemma":[0.9959422,0.0007319386,0.0009311489,0.001169915,0.00004225046,0.00004571049,0.000004693462,0.000004057439,0.001128114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9862745,"threshold_uncertainty_score":0.0692721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0890234013752599,"score_gpt":0.432385574870882,"score_spread":0.3433621734956221,"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."}}