{"id":"W4412133374","doi":"10.3389/fpubh.2025.1585604","title":"Service providers’ perspectives on facilitators and recommendations for improving HIV care in Manitoba, Canada","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nine Circles Community Health Centre; University of Manitoba; University of Winnipeg","funders":"Canadian Institutes of Health Research","keywords":"Human immunodeficiency virus (HIV); Service provider; Medicine; Family medicine; Nursing; Service (business); Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006021943,0.0003919792,0.0003584702,0.001068911,0.0232153,0.00513202,0.002136094,0.001300649,0.003347877],"category_scores_gemma":[0.006798311,0.0004602679,0.0003463439,0.003095492,0.006137793,0.000910688,0.003222127,0.002453334,0.0001112501],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1533467,"about_ca_system_score_gemma":0.4248342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940186,"about_ca_topic_score_gemma":0.9975222,"domain_scores_codex":[0.9929255,0.002281995,0.000202137,0.0002635416,0.001198253,0.003128587],"domain_scores_gemma":[0.9901201,0.001663453,0.0005312578,0.00008314801,0.003487192,0.004114796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001832928,0.0002490727,0.1891171,0.00166145,0.00008804187,0.003836708,0.6456276,0.001151506,0.003077122,0.02619829,0.04091498,0.08789488],"study_design_scores_gemma":[0.00004175246,0.00008954129,0.08204298,0.001521039,0.00006582179,0.0002775192,0.8188267,0.000485832,0.0004842615,0.001088524,0.09498987,0.0000862352],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7819968,0.01322258,0.001206868,0.1502564,0.0003862455,0.000643699,0.0007640194,0.0000509946,0.05147241],"genre_scores_gemma":[0.9781793,0.00693703,0.001712808,0.006781295,0.00002949674,0.0001713702,0.0001298707,0.00001768552,0.006041196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533467,"threshold_uncertainty_score":0.9819978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854415684448126,"score_gpt":0.3249906775888246,"score_spread":0.2964465207443434,"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."}}