{"id":"W4416465266","doi":"10.21956/hrbopenres.14976.r34667","title":"Referee report. For: Developing consensus-based recommendations for the delivery of dementia services for the LGBTQIA+ community in the Republic of Ireland [version 3; peer review: 3 approved with reservations]","year":2023,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Irish Research Council; Alzheimer Society","keywords":"Dementia; The Republic; Peer review; Public health; Peer-to-peer","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":[0.02445057,0.0001252378,0.0003242549,0.0002789152,0.000761122,0.00003422438,0.0006644579,0.00006508696,0.00003510277],"category_scores_gemma":[0.007062569,0.00006284675,0.0001527132,0.001269537,0.000384063,0.00008156158,0.0001899019,0.0004306377,0.000001509854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006665395,"about_ca_system_score_gemma":0.0006948707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133868,"about_ca_topic_score_gemma":0.002014434,"domain_scores_codex":[0.9962996,0.0007682804,0.0006809857,0.0002233056,0.001612047,0.0004158295],"domain_scores_gemma":[0.9756137,0.01179843,0.0003425184,0.0008756961,0.01132302,0.0000466415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004278983,0.0008235313,0.05480254,0.01465159,0.001165631,0.000006742237,0.002295682,0.00002780322,0.003304397,0.0008528032,0.9057843,0.01200601],"study_design_scores_gemma":[0.006074286,0.002179196,0.191736,0.005927653,0.0005267941,0.00001303366,0.02739551,0.004993941,0.007780342,0.0007021899,0.7524878,0.0001833203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.326057,0.001050992,0.002876172,0.6572775,0.00003988918,0.01069392,0.001449387,0.00002665716,0.0005284605],"genre_scores_gemma":[0.9604,0.002189761,0.006223055,0.001193494,0.00006098461,0.004332082,0.01187988,0.00005492435,0.01366585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.656084,"threshold_uncertainty_score":0.8474128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1726062739828505,"score_gpt":0.4385627026220131,"score_spread":0.2659564286391626,"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."}}