{"id":"W4387576053","doi":"10.4324/9781003254829-40","title":"Participatory approaches in ageing research","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Sociology; Business; Knowledge management; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02436755,0.0008846581,0.001056869,0.00152665,0.00532033,0.00856245,0.0019884,0.00386451,0.008594566],"category_scores_gemma":[0.01700872,0.0006651465,0.0007063511,0.002431335,0.01690643,0.009704099,0.007883965,0.006518444,0.002685909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004472599,"about_ca_system_score_gemma":0.006439649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008127,"about_ca_topic_score_gemma":0.002350582,"domain_scores_codex":[0.9643176,0.03033069,0.0006218674,0.001375042,0.002791665,0.0005631499],"domain_scores_gemma":[0.9730687,0.02360193,0.0005868407,0.001403722,0.0008525987,0.000486306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001144248,0.00004023956,0.0001327915,0.001665386,0.000017408,0.0001549921,0.04213169,0.0004933966,0.0002296154,0.7975639,0.05429357,0.1032657],"study_design_scores_gemma":[0.000007859005,0.00003327872,0.000137046,0.002026277,0.000006423993,0.0003125786,0.006292717,0.0001907181,0.0001367415,0.2231575,0.7676839,0.00001485836],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004704947,0.1485968,0.1904717,0.07668018,0.01198793,0.001758085,0.000185725,0.0003426307,0.565272],"genre_scores_gemma":[0.1874148,0.2103466,0.2345503,0.03617201,0.00550625,0.007749325,0.0003826926,0.000656754,0.3172213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02436755,"threshold_uncertainty_score":0.1288695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7718325945435396,"score_gpt":0.517487098891492,"score_spread":0.2543454956520476,"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."}}