{"id":"W4319748857","doi":"10.12688/hrbopenres.13563.1","title":"Dementia research in Ireland: What should we prioritise?","year":2023,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Health Research Board","keywords":"Dementia; Context (archaeology); Thematic analysis; Psychology; Irish; Qualitative research; Medicine; Disease; Sociology; Geography","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":[0.2407799,0.002422185,0.005020476,0.01058825,0.01290245,0.04509642,0.009807071,0.02235785,0.02208687],"category_scores_gemma":[0.3079407,0.002895437,0.003828162,0.01242511,0.01895863,0.05004618,0.02990451,0.0312923,0.0122341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04700475,"about_ca_system_score_gemma":0.3481404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07483859,"about_ca_topic_score_gemma":0.125794,"domain_scores_codex":[0.7339115,0.1713318,0.02589968,0.008201769,0.03061604,0.03003927],"domain_scores_gemma":[0.4619993,0.1900616,0.01972234,0.0165892,0.1370163,0.1746113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003500607,0.0003047505,0.005067104,0.03120862,0.0002466202,0.000904561,0.01569759,0.0002104109,0.0006389468,0.0172234,0.6962799,0.231868],"study_design_scores_gemma":[0.0003492791,0.000288446,0.008432969,0.07651008,0.0002411898,0.001059549,0.1182224,0.0002998254,0.0003711303,0.02307411,0.7707885,0.0003625353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0009031256,0.02633489,0.0007900441,0.955174,0.01065893,0.000490135,0.0002650284,0.0001270955,0.005256847],"genre_scores_gemma":[0.06186812,0.1548688,0.06176647,0.6836392,0.01584185,0.004857265,0.002113364,0.0007025987,0.01434238],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2407799,"threshold_uncertainty_score":0.9362535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5558226174919959,"score_gpt":0.5708829747840485,"score_spread":0.01506035729205257,"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."}}