{"id":"W4399288535","doi":"10.1186/s13012-024-01363-x","title":"A data-driven approach to implementing the HPTN 094 complex intervention INTEGRA in local communities","year":2024,"lang":"en","type":"article","venue":"Implementation Science","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute of Mental Health; Division of Intramural Research, National Institute of Allergy and Infectious Diseases; National Institute of Allergy and Infectious Diseases; Intramural Research Program; Canadian Institutes of Health Research; National Institute on Drug Abuse","keywords":"Public health; Environmental health; Medicine; Health services research; Poverty; Economic growth; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00364872,0.0001487376,0.0001819399,0.0005051104,0.0003345236,0.0003710231,0.0009706754,0.00002025337,0.0003800992],"category_scores_gemma":[0.0001073541,0.0001081956,0.00004239683,0.001750128,0.0004194527,0.0007711311,0.000942544,0.0002758606,0.0001012013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003288827,"about_ca_system_score_gemma":0.0002582844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628476,"about_ca_topic_score_gemma":0.006049661,"domain_scores_codex":[0.9975305,0.0001520658,0.0005923215,0.0004242955,0.0007538978,0.0005469068],"domain_scores_gemma":[0.9987184,0.0001886706,0.00007697447,0.0007594376,0.0001282564,0.0001282997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006613136,0.000305012,0.01599084,0.0003074959,0.000069629,0.00001707574,0.1342279,0.0003597073,0.008172046,0.01461283,0.01692145,0.8089499],"study_design_scores_gemma":[0.001021457,0.0002206461,0.03706703,0.0002031273,0.00005591868,0.00005344444,0.7369859,0.1885011,0.0007739176,0.0002217471,0.03469093,0.0002047741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8348764,0.00009412836,0.1501585,0.004224553,0.0003490656,0.001911927,0.0003745186,0.0001886361,0.00782223],"genre_scores_gemma":[0.9929963,0.000007190587,0.005269799,0.0007329156,0.00006499688,0.0001036538,0.0007063695,0.00001667941,0.0001020898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8087451,"threshold_uncertainty_score":0.4412087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434735950728224,"score_gpt":0.5353927038381272,"score_spread":0.1919191087653048,"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."}}