{"id":"W2978474702","doi":"10.1097/qad.0000000000002339","title":"Workforce development needs in HIV care","year":2019,"lang":"en","type":"letter","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Workforce; Mental health; Medicine; Health care; Workforce development; Delphi method; Nursing; Mandate; Psychological intervention; Population; Public health; Gerontology; Political science; Environmental health; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007374794,0.0003440474,0.0004263091,0.001191556,0.00545665,0.004078154,0.001806878,0.003748197,0.01944169],"category_scores_gemma":[0.01233283,0.0003332041,0.0003918193,0.001420085,0.002135855,0.005750516,0.01059225,0.003938625,0.001347006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004077166,"about_ca_system_score_gemma":0.02416821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008030441,"about_ca_topic_score_gemma":0.01274717,"domain_scores_codex":[0.9931147,0.002883511,0.0003097269,0.0002850597,0.0007937531,0.00261334],"domain_scores_gemma":[0.988863,0.002432946,0.0007908628,0.0001669568,0.001298434,0.006447795],"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":[0.00007635002,0.0011376,0.04197806,0.004458711,0.00005218938,0.003190148,0.1254692,0.0008790654,0.0009306616,0.1792709,0.245883,0.3966742],"study_design_scores_gemma":[0.00004725881,0.0004580921,0.02854721,0.009040956,0.00001724778,0.001670376,0.2110969,0.000772638,0.0001970321,0.06827209,0.6798084,0.00007185015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1417524,0.03299941,0.004162901,0.6642398,0.005383252,0.0009728154,0.0009582322,0.00009990885,0.1494312],"genre_scores_gemma":[0.8395429,0.03612653,0.01382958,0.08154776,0.002288797,0.001750045,0.001034074,0.00004740187,0.02383301],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01944169,"threshold_uncertainty_score":0.06503892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884819544108148,"score_gpt":0.3158094014795172,"score_spread":0.2869612060384357,"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."}}