{"id":"W4417437307","doi":"10.3138/jammi-2025-0017","title":"Using a paper-based checklist for promoting increased access to long-acting injectable cabotegravir/rilpivirine among people living with HIV in Toronto: Lessons learned from a quality improvement initiative","year":2025,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"ViiV Healthcare; Gilead Sciences","keywords":"Checklist; Human immunodeficiency virus (HIV); Quality management; Limiting; Medical record; Pill; Qualitative research; Qualitative property","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03181711,0.0009513778,0.0007465002,0.002668445,0.003891975,0.001609147,0.003346466,0.0008394527,0.003215724],"category_scores_gemma":[0.06142711,0.0007386035,0.0008277005,0.002672382,0.002666639,0.002057502,0.003746798,0.001601031,0.0004934213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01548772,"about_ca_system_score_gemma":0.05687021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1848482,"about_ca_topic_score_gemma":0.3765637,"domain_scores_codex":[0.976642,0.01433244,0.003710769,0.0006853134,0.003496026,0.001133549],"domain_scores_gemma":[0.9230074,0.02639763,0.01734949,0.003784082,0.01884137,0.01062006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006397267,0.003347515,0.1687528,0.01394941,0.0001472287,0.002477146,0.3140408,0.001458411,0.008209844,0.0009891876,0.06779984,0.4181881],"study_design_scores_gemma":[0.001284184,0.008253067,0.6037472,0.01096771,0.0002936963,0.001811275,0.2355012,0.005602336,0.005677743,0.001255102,0.1248647,0.0007419582],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8653367,0.002560107,0.02719985,0.03272421,0.0007484134,0.05266253,0.003585099,0.001279206,0.01390388],"genre_scores_gemma":[0.7964926,0.003703158,0.1643986,0.003434158,0.0002465559,0.02464877,0.002136054,0.00009340419,0.004846596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8151518,"threshold_uncertainty_score":0.3675445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02185406058516045,"score_gpt":0.3535927361212297,"score_spread":0.3317386755360693,"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."}}