{"id":"W4322622607","doi":"10.12688/hrbopenres.13505.3","title":"Developing consensus-based recommendations for the delivery of dementia services for the LGBTQIA+ community in the Republic of Ireland","year":2023,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Irish Research Council; Alzheimer Society","keywords":"Dementia; Business; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02667851,0.0001898212,0.00044277,0.0004019497,0.001060079,0.0002948919,0.002745216,0.0001514595,0.0001328811],"category_scores_gemma":[0.001817487,0.0001007856,0.000200786,0.0008234158,0.0005184835,0.00005585708,0.002704638,0.00160033,0.00000566214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106855,"about_ca_system_score_gemma":0.002012185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127552,"about_ca_topic_score_gemma":0.006488987,"domain_scores_codex":[0.995108,0.002184551,0.0007343077,0.0003522051,0.001031838,0.0005891128],"domain_scores_gemma":[0.9717264,0.02407737,0.0002655972,0.001369896,0.002502677,0.00005802141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02083542,0.007352663,0.393218,0.04554318,0.01331664,0.00005119615,0.02947368,0.0006290198,0.002023845,0.02541724,0.26028,0.2018591],"study_design_scores_gemma":[0.01416878,0.0026702,0.6933227,0.00783497,0.001277568,0.00001204396,0.1201749,0.02839332,0.006919401,0.02239497,0.1022361,0.0005951066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6626248,0.001898574,0.004375868,0.2871583,0.0003712109,0.039499,0.001227674,0.00003573883,0.002808933],"genre_scores_gemma":[0.9885182,0.0008575671,0.001828134,0.0006757737,0.00006244434,0.006236826,0.000812232,0.00004369564,0.0009651547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3258934,"threshold_uncertainty_score":0.9953085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4611078386254857,"score_gpt":0.5213309322384725,"score_spread":0.06022309361298678,"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."}}