{"id":"W4409769460","doi":"10.13162/hro-ors.v12i1.5879","title":"Modernizing public health STI and HIV testing services in Ontario: The GetaKit Project","year":2025,"lang":"en","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Public health; Health services; Business; Environmental health; Virology; Medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006234909,0.0006811089,0.001408263,0.0004707103,0.004673428,0.0001355775,0.000939525,0.0004538481,0.0000566523],"category_scores_gemma":[0.0002852569,0.000482486,0.000156943,0.00161961,0.0002396103,0.001328216,0.0008433653,0.002677172,0.00002858946],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0184383,"about_ca_system_score_gemma":0.0300809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.532298,"about_ca_topic_score_gemma":0.8739774,"domain_scores_codex":[0.9910211,0.001359407,0.002530864,0.0009280777,0.0005792987,0.003581247],"domain_scores_gemma":[0.9956737,0.001200047,0.001058854,0.001069516,0.0003754356,0.0006224961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000085716,0.00009343399,0.912003,0.007575578,0.00005112336,0.00001064578,0.01929695,0.000006357807,0.000002769886,0.001741525,0.001962916,0.05716994],"study_design_scores_gemma":[0.001529548,0.0001812995,0.8710645,0.001891649,0.00001446775,0.00001467777,0.01137965,0.001606971,8.973241e-7,0.0020576,0.109907,0.0003516867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324275,0.01031801,0.0002413897,0.04083559,0.0006452779,0.00385001,0.00007504538,0.0004581256,0.01114911],"genre_scores_gemma":[0.6830236,0.00484938,0.01348211,0.2895966,0.0003436068,0.001410205,0.0003131415,0.0001920566,0.006789414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3416793,"threshold_uncertainty_score":0.9997627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777949971381287,"score_gpt":0.4153289002637637,"score_spread":0.237533903125635,"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."}}