{"id":"W4361291680","doi":"10.1101/2023.03.28.23287870","title":"Patient engagement in research; benefits, challenges, importance, and implications","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Relevance (law); Qualitative research; Likert scale; Medical education; Value (mathematics); Medicine; Scale (ratio); Focus group; Community engagement; Patient care; Psychology; Patient experience; Nursing; Health care; Public relations; Sociology; Computer science; Political science","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":[],"category_scores_codex":[0.162568,0.0004488784,0.0007155529,0.001235947,0.005215359,0.01441646,0.001537503,0.00314372,0.004329865],"category_scores_gemma":[0.207391,0.000445333,0.0008460032,0.001369209,0.009679413,0.007004525,0.01229951,0.005244189,0.00060333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003439153,"about_ca_system_score_gemma":0.01281864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005826481,"about_ca_topic_score_gemma":0.001106777,"domain_scores_codex":[0.6420281,0.3256139,0.00575182,0.002972556,0.0183555,0.005278102],"domain_scores_gemma":[0.6462349,0.3046643,0.01780643,0.005741502,0.01077429,0.01477869],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005385912,0.001188147,0.08434987,0.00555019,0.0004066572,0.001752715,0.2445642,0.0005484574,0.002065777,0.04226698,0.01868751,0.5980808],"study_design_scores_gemma":[0.0003050904,0.002110502,0.05108883,0.01097508,0.0002918171,0.004530648,0.6875768,0.002527375,0.002065068,0.1079014,0.1303694,0.0002579728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.3824441,0.01536096,0.02088677,0.5225537,0.00142413,0.0007429929,0.0001509506,0.0001921754,0.05624426],"genre_scores_gemma":[0.9738747,0.003705072,0.006728382,0.01377503,0.0004173122,0.0004031942,0.00002911205,0.00003087757,0.001036247],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.837432,"threshold_uncertainty_score":0.8597523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.732000657358768,"score_gpt":0.5332046904160327,"score_spread":0.1987959669427353,"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."}}