{"id":"W3034303474","doi":"10.1186/s43058-020-00044-2","title":"Implementation opportunities and challenges identified by key stakeholders in scaling up HIV Treatment as Prevention in British Columbia, Canada: a qualitative study","year":2020,"lang":"en","type":"article","venue":"Implementation Science Communications","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Simon Fraser University; Izaak Walton Killam Health Centre; Dalhousie University; British Columbia Centre on Substance Use; University of British Columbia","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; National Institutes of Health; Michael Smith Health Research BC; Foundation for the National Institutes of Health","keywords":"Stakeholder; Context (archaeology); Harm reduction; Population; Public relations; Government (linguistics); Political science; Business; Process management; Medicine; Public health; Environmental health; Nursing; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005286151,0.000183988,0.0003699784,0.0002863945,0.001896286,0.0002847792,0.0008298173,0.00004847279,0.0005866278],"category_scores_gemma":[0.00057075,0.0002786327,0.00002654556,0.001460576,0.0004112161,0.001469396,0.0004164107,0.0002907651,0.00001364043],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001963456,"about_ca_system_score_gemma":0.006303668,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9082595,"about_ca_topic_score_gemma":0.9972633,"domain_scores_codex":[0.9923216,0.003252545,0.001892304,0.0007033463,0.000975578,0.0008546831],"domain_scores_gemma":[0.9964193,0.001400091,0.000720747,0.000634814,0.0003870538,0.0004379741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001295372,0.0001710972,0.1548496,0.0000768627,0.00001953358,0.000004863277,0.7792007,0.000003002088,0.0002204986,0.0006887561,0.003977502,0.06077463],"study_design_scores_gemma":[0.003314946,0.0001971414,0.1600751,0.00004496225,0.00001326661,0.000001293196,0.8239921,0.00009802377,0.00001890175,0.0002108856,0.01183734,0.0001960127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457486,0.0002322645,0.00008846603,0.04899165,0.0001420998,0.004029019,0.0003977818,0.00004763109,0.0003224422],"genre_scores_gemma":[0.9916306,0.002214255,0.0004154763,0.003193618,0.0000192894,0.002056946,0.0002194225,0.0000203263,0.000230106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08900378,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8664582610155457,"score_gpt":0.6899493352458926,"score_spread":0.176508925769653,"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."}}