{"id":"W4417311379","doi":"10.12688/wellcomeopenres.23687.2","title":"Evaluation of the Establishment of a Public and Patient Involvement and Engagement Group to Support Clinical Trials in Pakistan: Protocol for a Mixed-Methods Study","year":2025,"lang":"en","type":"article","venue":"Wellcome Open Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Wellcome Trust","keywords":"Protocol (science); Clinical trial; Socioeconomic status; Public involvement; Community engagement; Patient participation; Focus group","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2563343,0.003761432,0.004142499,0.003324154,0.004506597,0.005389041,0.004886196,0.005535847,0.03549059],"category_scores_gemma":[0.1687269,0.002588037,0.004203038,0.003592314,0.003562159,0.004280681,0.003841586,0.005392216,0.008367399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01003632,"about_ca_system_score_gemma":0.04940739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002586782,"about_ca_topic_score_gemma":0.00488846,"domain_scores_codex":[0.8413951,0.1235256,0.01716421,0.004287564,0.00867321,0.004954265],"domain_scores_gemma":[0.8712316,0.05538496,0.01648949,0.01618008,0.03304999,0.007663938],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1697942,0.05228036,0.01113408,0.1268398,0.001908206,0.003956264,0.0549727,0.009267183,0.008531065,0.02695843,0.06081782,0.4735399],"study_design_scores_gemma":[0.2379915,0.1272095,0.04605062,0.1116262,0.002286862,0.0009865371,0.03880494,0.01032417,0.01770088,0.02185577,0.3841659,0.0009970687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001359358,0.0000504411,0.002024808,0.00009320361,0.0000500731,0.9957515,0.000269637,0.00001975803,0.0003811956],"genre_scores_gemma":[0.001017801,0.00003626935,0.003095618,0.00004786623,0.000006461528,0.9956849,0.00003983675,0.000002138538,0.00006917828],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7436657,"threshold_uncertainty_score":0.9170722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8566283198566091,"score_gpt":0.739952229312171,"score_spread":0.1166760905444382,"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."}}