{"id":"W4400975741","doi":"10.3399/bjgpo.2024.0160","title":"Realities of opioid and gabapentinoid deprescribing in socioeconomically disadvantaged communities: a qualitative evaluation","year":2024,"lang":"en","type":"article","venue":"BJGP Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Disadvantaged; Deprescribing; Qualitative research; Medicine; Health care; Participant observation; Nursing; Polypharmacy; Family medicine; Psychology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001002288,0.0001156643,0.0003107297,0.0001139929,0.0000427501,0.0000813533,0.000124523,0.00004323215,0.0002439688],"category_scores_gemma":[0.0000766133,0.0001042487,0.00004258983,0.00007699312,0.0001013023,0.000258736,0.0001959313,0.0001280987,0.00001476256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584847,"about_ca_system_score_gemma":0.0002476997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004375944,"about_ca_topic_score_gemma":0.0009753975,"domain_scores_codex":[0.9988886,0.000308564,0.000335555,0.0001777816,0.0001519602,0.0001375759],"domain_scores_gemma":[0.9992353,0.0003838954,0.00005216814,0.000233355,0.00005261578,0.00004262323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005811352,0.000608884,0.0611509,0.001731717,0.0005016629,0.0000255278,0.8854331,0.00002342352,0.001894182,0.01898632,0.0008156558,0.02824747],"study_design_scores_gemma":[0.00769756,0.0006804891,0.1499689,0.003198591,0.0005305771,0.00002485664,0.8008893,0.006610504,0.002153309,0.02612957,0.001681656,0.0004347263],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846892,0.002524119,0.00002595719,0.0007767924,0.00006317586,0.00135879,0.00005444185,0.00002194906,0.01048554],"genre_scores_gemma":[0.997776,0.0003387848,0.001022989,0.00007907617,0.00001435855,0.0002221858,0.0002058284,0.00002056249,0.0003201947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08881802,"threshold_uncertainty_score":0.6615148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08110956099999012,"score_gpt":0.4283460809190605,"score_spread":0.3472365199190704,"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."}}