{"id":"W4400364573","doi":"10.1002/jia2.26305","title":"Implementation research for today's HIV response: from theory to applied insights","year":2024,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Human immunodeficiency virus (HIV); Mainstream; Medicine; Implementation research; Paradigm shift; Public relations; Economic growth; Political science; Family medicine; Nursing; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2725811,0.002497806,0.004712504,0.01058649,0.006230329,0.03187582,0.007426548,0.01284136,0.007119126],"category_scores_gemma":[0.3304277,0.00204896,0.003097625,0.009735819,0.05369512,0.04316758,0.01129384,0.02691749,0.001480118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03359317,"about_ca_system_score_gemma":0.1058351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009789444,"about_ca_topic_score_gemma":0.007769934,"domain_scores_codex":[0.6578106,0.302804,0.009840948,0.006729526,0.01736514,0.005449853],"domain_scores_gemma":[0.3229662,0.6334124,0.008948906,0.01397935,0.01526516,0.005428019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001600715,0.000546447,0.003314478,0.01852486,0.0003296898,0.0002066292,0.01295602,0.002406328,0.0001253134,0.7916359,0.02480841,0.1449859],"study_design_scores_gemma":[0.0001753098,0.0003643248,0.001710885,0.06136287,0.0002306747,0.0001723394,0.0182782,0.003124764,0.0003532117,0.8388531,0.07524525,0.0001292099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004663643,0.1802538,0.0519614,0.7272795,0.004385651,0.001151487,0.0002473056,0.0001608178,0.02989627],"genre_scores_gemma":[0.3327534,0.3050543,0.1790931,0.1628728,0.008412836,0.008133905,0.0004012315,0.0002670249,0.003011425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2725811,"threshold_uncertainty_score":0.897037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5246722353353972,"score_gpt":0.700265651350299,"score_spread":0.1755934160149017,"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."}}