{"id":"W1980217334","doi":"10.2147/rmhp.s4245","title":"Vulnerability and risk perception in the management of HIV/AIDS: Public priorities in a global pandemic","year":2008,"lang":"en","type":"article","venue":"Risk Management and Healthcare Policy","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Vulnerability (computing); Public health; Pandemic; Risk perception; Context (archaeology); Environmental health; Intervention (counseling); Risk management; Perception; Medicine; Public relations; Psychology; Business; Political science; Geography; Computer security; Nursing; Coronavirus disease 2019 (COVID-19); Disease; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002542962,0.0002150068,0.00038433,0.000298741,0.0008599398,0.000008722323,0.0001792018,0.0001400176,0.00001329008],"category_scores_gemma":[0.0000529517,0.0001552016,0.00003763063,0.0007366649,0.0002534675,0.0001567473,0.0002709327,0.0007493733,0.00001091845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494324,"about_ca_system_score_gemma":0.0001271154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01609913,"about_ca_topic_score_gemma":0.004172455,"domain_scores_codex":[0.9958262,0.001833755,0.0007736346,0.0005566379,0.0003221995,0.0006875689],"domain_scores_gemma":[0.9989331,0.0001121407,0.0003153899,0.000440626,0.00006365732,0.0001351384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009262373,0.0001588346,0.9018851,0.002725458,0.00002579402,0.000007710882,0.01094359,0.000001677437,1.185131e-7,0.03692428,0.0002031727,0.04703163],"study_design_scores_gemma":[0.001257345,0.0001132589,0.9446144,0.0002469693,0.00002192632,0.000004342915,0.03913091,0.00003684354,2.342171e-8,0.01092278,0.003524657,0.0001265126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859395,0.001809592,0.00009975841,0.006644888,0.0001091536,0.002387077,0.00006929838,0.0000456736,0.002895057],"genre_scores_gemma":[0.9141804,0.08359538,0.0006244707,0.0006299071,0.0002047693,0.0001621391,0.00001295023,0.00001108883,0.0005788964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08178579,"threshold_uncertainty_score":0.9904528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156058530857861,"score_gpt":0.4358084426070683,"score_spread":0.3202025895212822,"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."}}