{"id":"W4391684223","doi":"10.1186/s40900-024-00552-8","title":"Engaging critically: exploring the varying roles of lived experience advisors in an implementation science study on management of opioid prescribing","year":2024,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto; Women's College Hospital","funders":"Canadian Institutes of Health Research","keywords":"Lived experience; Opioid; Critically ill; Psychology; Medicine; Engineering ethics; Engineering; Psychotherapist; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01888095,0.0004265089,0.0005455789,0.00144348,0.002076535,0.00009349453,0.001037761,0.000127149,0.0001319292],"category_scores_gemma":[0.00007941667,0.0003277466,0.00007217055,0.001150383,0.0005260958,0.0004384514,0.001800606,0.003993416,0.00001791077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009597302,"about_ca_system_score_gemma":0.0004032339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001081939,"about_ca_topic_score_gemma":0.0002252682,"domain_scores_codex":[0.9879923,0.003699383,0.001860527,0.001147765,0.003544975,0.001755041],"domain_scores_gemma":[0.9966569,0.001319256,0.0003147424,0.0009714185,0.0005118419,0.0002258721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005874753,0.002701276,0.1162739,0.0574282,0.0004341431,0.0003568342,0.7408701,0.00007648691,0.002051218,0.004182921,0.0194579,0.05557953],"study_design_scores_gemma":[0.002273896,0.003460966,0.01212752,0.01538632,0.0001067736,1.827008e-7,0.9431213,0.0005772217,0.002048105,0.0008619567,0.01951145,0.0005243517],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789925,0.0004966643,0.0000199243,0.009337704,0.0009356944,0.008841353,0.00003924459,0.00004253803,0.001294343],"genre_scores_gemma":[0.9788572,0.001190206,0.0002687851,0.01289365,0.0004052427,0.006008875,0.0001566025,0.00006623034,0.0001531926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2022512,"threshold_uncertainty_score":0.9999174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7142959523089021,"score_gpt":0.5706480367392294,"score_spread":0.1436479155696727,"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."}}