{"id":"W4210279957","doi":"10.1002/alz.054352","title":"Engaging people with lived experience in peer review: Expanding the role of citizen reviewers","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alzheimer Society of Canada","funders":"","keywords":"Operationalization; Context (archaeology); Process (computing); Session (web analytics); Psychology; Peer review; Medical education; Qualitative research; Applied psychology; Orientation (vector space); Public relations; Computer science; Political science; Medicine; Sociology; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.2407543,0.0009817465,0.001260888,0.004325557,0.01449839,0.02104895,0.005597007,0.004873144,0.007508285],"category_scores_gemma":[0.3834418,0.001181806,0.0012272,0.002130202,0.01412107,0.0179461,0.03217048,0.005022351,0.002770041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005152867,"about_ca_system_score_gemma":0.04108813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706522,"about_ca_topic_score_gemma":0.003882292,"domain_scores_codex":[0.5109981,0.4428581,0.009313109,0.008024895,0.02188699,0.00691875],"domain_scores_gemma":[0.4376097,0.373265,0.02998981,0.03178366,0.072961,0.05439087],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002548576,0.0004077739,0.01172706,0.00277372,0.00008716495,0.00293188,0.7328032,0.0002937803,0.0026868,0.00608119,0.02122243,0.2187302],"study_design_scores_gemma":[0.0002918621,0.001410685,0.008365526,0.006360528,0.0001586276,0.003976966,0.51137,0.001425861,0.002057146,0.02239171,0.4418118,0.0003792749],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5239182,0.01781479,0.1558672,0.1583853,0.009682119,0.01255972,0.0002746736,0.002297149,0.1192009],"genre_scores_gemma":[0.8998034,0.0046429,0.06886965,0.01130765,0.002020774,0.004715792,0.0001319114,0.000412235,0.008095593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7592457,"threshold_uncertainty_score":0.9362851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1965434770152557,"score_gpt":0.4267128941830767,"score_spread":0.230169417167821,"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."}}