{"id":"W3200882711","doi":"10.1186/s13011-021-00406-6","title":"Research led by people who use drugs: centering the expertise of lived experience","year":2021,"lang":"en","type":"letter","venue":"Substance Abuse Treatment Prevention and Policy","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Food and Drug Administration; Hamilton Health Sciences Foundation","keywords":"Harm reduction; Harm; Conceptualization; Health psychology; Psychological intervention; Public relations; Sociology; Medicine; Engineering ethics; Psychology; Political science; Public health; Nursing; Social psychology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002493618,0.0004558639,0.0008253134,0.0003236741,0.0002792677,0.0001218052,0.00023595,0.0003719116,0.0001992563],"category_scores_gemma":[0.00008474119,0.0003258717,0.0002482789,0.0006893924,0.00030807,0.000246603,0.00004812606,0.0007273791,0.00002291161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000568453,"about_ca_system_score_gemma":0.0002659428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442759,"about_ca_topic_score_gemma":0.0004334922,"domain_scores_codex":[0.9965479,0.0006682198,0.0005927366,0.0007100881,0.0007822791,0.0006988167],"domain_scores_gemma":[0.997848,0.0003660924,0.0002539594,0.001097049,0.0002672831,0.0001676154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003481445,0.0007855641,0.002466718,0.0004721918,0.0005776171,0.0002594651,0.7197891,0.000001202279,0.003432669,0.00004412661,0.2583991,0.01342415],"study_design_scores_gemma":[0.008750053,0.001663734,0.003893374,0.005404409,0.0005277311,0.000126622,0.140694,0.00008280452,0.01662277,0.00009968902,0.8211592,0.0009756467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330866,0.005569503,0.00002645569,0.05912673,0.0001219334,0.001324383,0.00009058561,0.00005957095,0.0005942547],"genre_scores_gemma":[0.6768485,0.08952559,0.0002359801,0.04009498,0.002164725,0.001413327,0.001407262,0.0002488541,0.1880608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5790951,"threshold_uncertainty_score":0.9999194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163500783811932,"score_gpt":0.4183096538229319,"score_spread":0.3019595754417387,"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."}}