{"id":"W3211337448","doi":"10.1186/s40900-021-00324-8","title":"“PPI? That sounds like Payment Protection Insurance”: Reflections and learning from a substance use and homelessness study Experts by Experience group","year":2021,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Institute for Health and Care Research","keywords":"Public relations; Transparency (behavior); Accountability; Inclusion (mineral); Stigma (botany); Payment; Psychology; Harm reduction; Political science; Social psychology; Public health; Medicine; Nursing; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0288233,0.001555097,0.001541717,0.001356524,0.02232167,0.01121777,0.005173529,0.00923467,0.006140231],"category_scores_gemma":[0.05607421,0.001094228,0.001301978,0.0008375787,0.02092698,0.01379524,0.01946229,0.02447137,0.001663949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006301871,"about_ca_system_score_gemma":0.01076963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006126906,"about_ca_topic_score_gemma":0.01276647,"domain_scores_codex":[0.9616331,0.03134648,0.0005509721,0.001183616,0.001918013,0.003367871],"domain_scores_gemma":[0.9573709,0.02307948,0.001907204,0.001268302,0.00439491,0.01197921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002895439,0.0001508942,0.0005367465,0.0001682895,0.00000750745,0.001745391,0.9794995,0.00002185788,0.0002073986,0.001284136,0.01170178,0.004647646],"study_design_scores_gemma":[0.00001049428,0.000105688,0.0002761507,0.0002528381,0.000006796006,0.0006517227,0.9620331,0.0000309333,0.0001106649,0.0006660923,0.03582923,0.00002623951],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6686411,0.006725857,0.005297665,0.2754193,0.00721979,0.0009089996,0.0002540835,0.0002559946,0.03527723],"genre_scores_gemma":[0.8758712,0.006233779,0.003877138,0.08009535,0.002135216,0.0009544929,0.000146929,0.0004469203,0.03023903],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0288233,"threshold_uncertainty_score":0.152434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6086072938610564,"score_gpt":0.4721592746545049,"score_spread":0.1364480192065515,"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."}}