{"id":"W4411493399","doi":"10.1192/bjo.2025.10772","title":"A Case Series Demonstrating the Feasibility of Microdosing as a Bridging Method to Enable a Comfortable and Effective Transition From Prescribed Methadone to Buprenorphine ORT (Opiate Replacement Therapy), Without Initial Methadone Dose Reduction or Cessation, in UK Community Addiction Settings","year":2025,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methadone; Buprenorphine; Medicine; Opiate; Anesthesia; Opioid use disorder; Opioid; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003098833,0.0002771654,0.0006340782,0.0002317118,0.0004602424,0.0001264001,0.0001605558,0.00009551478,0.00004666562],"category_scores_gemma":[0.0003107957,0.0002121825,0.0000582187,0.0008520136,0.00007021931,0.0003668953,0.0001641918,0.0003691243,7.588386e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296548,"about_ca_system_score_gemma":0.0002563354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06518319,"about_ca_topic_score_gemma":0.003775389,"domain_scores_codex":[0.9968313,0.001489396,0.0006660491,0.000526088,0.0002227635,0.0002644107],"domain_scores_gemma":[0.9985195,0.0003537196,0.0002225328,0.0006239553,0.0001770842,0.0001032245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.09152716,0.003904566,0.05213053,0.0007294186,0.002238831,0.0001448131,0.1777584,0.001314579,0.4821712,0.00009564008,0.0007085106,0.1872763],"study_design_scores_gemma":[0.04174906,0.009661762,0.1559073,0.006420329,0.002083399,0.002030809,0.08292019,0.002825312,0.6921542,0.002525121,0.0006873143,0.001035211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746988,0.0001686327,0.01021701,0.004011086,0.00009974848,0.01033416,0.00008789783,0.00004338818,0.0003392162],"genre_scores_gemma":[0.9505613,0.00002881736,0.04726504,0.000700644,0.00003189242,0.001142994,0.000139843,0.00002456787,0.000104885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.209983,"threshold_uncertainty_score":0.9410418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04764388250718844,"score_gpt":0.3884756729423143,"score_spread":0.3408317904351258,"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."}}