{"id":"W2024263483","doi":"10.1080/15381500802307518","title":"Managing Funding Constraints in Frontline HIV/AIDS Social Services in Canada","year":2008,"lang":"en","type":"article","venue":"Journal of HIV/AIDS & Social Services","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McMaster University","funders":"","keywords":"Social work; Bureaucracy; Government (linguistics); Public relations; Service delivery framework; Human immunodeficiency virus (HIV); Work (physics); Context (archaeology); Business; Service (business); Economic growth; Political science; Marketing; Medicine; Economics; Politics; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004208476,0.0003207842,0.000379217,0.001203207,0.02650128,0.008045969,0.003240223,0.002088828,0.008138565],"category_scores_gemma":[0.01087071,0.0006149802,0.0003342171,0.002533595,0.005660051,0.001678499,0.006390552,0.002231063,0.0003151582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1221325,"about_ca_system_score_gemma":0.2278423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.977725,"about_ca_topic_score_gemma":0.9902822,"domain_scores_codex":[0.9898363,0.001470176,0.0001789822,0.0002958065,0.001542044,0.006676747],"domain_scores_gemma":[0.9840843,0.001939272,0.001815527,0.0002200599,0.003332722,0.008608117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005367552,0.0006762276,0.2500665,0.0009879366,0.0001332049,0.007546415,0.4759483,0.002724051,0.003693803,0.02584155,0.07137414,0.160471],"study_design_scores_gemma":[0.00006491067,0.0001995245,0.1478235,0.000643141,0.00003762133,0.0003689246,0.7243921,0.001107939,0.0003748383,0.002827413,0.1220628,0.00009736832],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511758,0.0009218833,0.0003610288,0.02242681,0.0001307184,0.0001867791,0.0002044093,0.00002842532,0.02456406],"genre_scores_gemma":[0.9901893,0.0006739157,0.0004303208,0.002142098,0.00002651988,0.00005728458,0.00006667078,0.00001013688,0.006403759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1221325,"threshold_uncertainty_score":0.8861371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201679450777541,"score_gpt":0.3408215636212535,"score_spread":0.3088047691134782,"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."}}