{"id":"W7117272128","doi":"10.1002/alz70857_096634","title":"Gender‐Related Facilitators and Barriers to Participation in Observational Neurocognitive Aging Research in Older Adults: A Fuzzy Cognitive Mapping Approach","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; St Mary's Hospital Centre; McGill University","funders":"","keywords":"Neurocognitive; Observational study; Cognition; Fuzzy cognitive map; Cognitive aging; Cognitive map; Diversity (politics)","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":[0.02243868,0.0006104704,0.0004152424,0.005971741,0.003039352,0.002705748,0.001349352,0.0007834958,0.002343921],"category_scores_gemma":[0.04495924,0.0003028816,0.001371034,0.002637365,0.003266938,0.002388768,0.003511662,0.0007680561,0.00007107815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00434581,"about_ca_system_score_gemma":0.004007414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008960526,"about_ca_topic_score_gemma":0.01527928,"domain_scores_codex":[0.9890357,0.008093552,0.0004036129,0.0009341625,0.001125911,0.0004070043],"domain_scores_gemma":[0.9587339,0.03519026,0.002622857,0.001054371,0.001812348,0.0005862911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000820266,0.0004846946,0.2110812,0.002386165,0.000542171,0.001533136,0.3113523,0.01887118,0.004401799,0.1447628,0.001557967,0.3022063],"study_design_scores_gemma":[0.000120915,0.0005441208,0.1327317,0.001477699,0.0006325516,0.001008882,0.2738238,0.176706,0.004210063,0.3984541,0.01005974,0.0002304333],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918842,0.0003898708,0.1952789,0.002163257,0.0000494086,0.000794167,0.0002318891,0.00003850886,0.009169797],"genre_scores_gemma":[0.9319016,0.0001069426,0.06704638,0.00007352197,0.00001231154,0.0005179311,0.00004277188,0.000004708577,0.0002938109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02243868,"threshold_uncertainty_score":0.1186685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09489586996838949,"score_gpt":0.3536667388293061,"score_spread":0.2587708688609166,"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."}}