{"id":"W4388219431","doi":"10.12688/hrbopenres.13563.2","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; Psychology; Medicine; Internal medicine","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":[0.2231252,0.002324006,0.004793097,0.01069087,0.01236304,0.04338693,0.009751881,0.02144876,0.01270036],"category_scores_gemma":[0.2767641,0.002768758,0.003371864,0.01303497,0.02101876,0.04383336,0.0309006,0.02660345,0.00632441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05433379,"about_ca_system_score_gemma":0.3148459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07138407,"about_ca_topic_score_gemma":0.110833,"domain_scores_codex":[0.724983,0.1786392,0.02805848,0.008183276,0.02893239,0.03120364],"domain_scores_gemma":[0.4922972,0.1699455,0.02173062,0.01431629,0.1124843,0.1892261],"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":[0.00052424,0.0003833166,0.009464485,0.03131432,0.0002582223,0.001464547,0.02290916,0.0002670752,0.0008575253,0.01606859,0.6271242,0.2893643],"study_design_scores_gemma":[0.0004891976,0.0004568369,0.0148022,0.07317644,0.0002290864,0.001885779,0.1704223,0.0004081641,0.0004610005,0.02417847,0.7129975,0.0004930311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001799146,0.02846127,0.0006937885,0.9534741,0.009763065,0.0004173565,0.0001779743,0.0001062682,0.005107052],"genre_scores_gemma":[0.1142692,0.1294613,0.05276841,0.6684478,0.01682958,0.003905776,0.001648401,0.0004885053,0.01218102],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2231252,"threshold_uncertainty_score":0.958025,"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."}}