{"id":"W7113682528","doi":"","title":"Three infections, one fight: Protocol for an implementation study to map needle prevalence and implement HIV, syphilis, and hepatitis C prevention interventions in Regina, Saskatchewan","year":2025,"lang":"","type":"preprint","venue":"OSF Preprints (OSF Preprints)","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Psychological intervention; Geospatial analysis; Hepatitis C; Software deployment; Protocol (science); Research ethics; Qualitative research; Psychosocial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06392596,0.004516033,0.005383286,0.00328191,0.009295085,0.004521472,0.004427871,0.006477293,0.1252318],"category_scores_gemma":[0.04269828,0.004485622,0.004023789,0.00335677,0.003386455,0.004749994,0.004213871,0.009712851,0.03051497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01612452,"about_ca_system_score_gemma":0.07934023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02970082,"about_ca_topic_score_gemma":0.06447456,"domain_scores_codex":[0.9744989,0.01392282,0.004125854,0.001749767,0.002249426,0.003453282],"domain_scores_gemma":[0.9651219,0.007615896,0.003488257,0.004645819,0.01404415,0.00508406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.101053,0.04699172,0.009392062,0.06804281,0.001027148,0.002088952,0.02690936,0.005035531,0.008889788,0.01760853,0.3633335,0.3496276],"study_design_scores_gemma":[0.1798765,0.02310176,0.03700003,0.02740941,0.0006779463,0.0003255024,0.01651955,0.003245323,0.007097503,0.01155954,0.6924176,0.0007692871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008308687,0.00004951491,0.001101103,0.0001922576,0.0001188786,0.9945616,0.001782078,0.00007641116,0.001287189],"genre_scores_gemma":[0.0005818311,0.00004712023,0.002419814,0.0001273531,0.000009710418,0.9961864,0.0001928811,0.000005126908,0.0004296555],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9702992,"threshold_uncertainty_score":0.4189422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07457677389299106,"score_gpt":0.4212166359494501,"score_spread":0.346639862056459,"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."}}