{"id":"W4416466036","doi":"10.21956/hrbopenres.14976.r34669","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: 1 approved, 3 approved with reservations]","year":2024,"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; MEDLINE","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":[0.02189364,0.0001502641,0.0003451623,0.0002669745,0.0006297926,0.00006767893,0.0006727224,0.00007657285,0.00004167239],"category_scores_gemma":[0.004967767,0.00007382748,0.0001884764,0.0009861691,0.0004327511,0.0001118702,0.0001756144,0.0005766217,0.000001078024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009125435,"about_ca_system_score_gemma":0.0009416669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607639,"about_ca_topic_score_gemma":0.001806569,"domain_scores_codex":[0.9962571,0.0007305372,0.0007373808,0.0002797988,0.001589456,0.0004057261],"domain_scores_gemma":[0.9787043,0.01025392,0.0002653055,0.0009010524,0.009824336,0.00005109409],"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":[0.005273815,0.001243542,0.01989253,0.03761446,0.002129273,0.00001126856,0.003251175,0.00002187412,0.004860192,0.002203096,0.892875,0.03062376],"study_design_scores_gemma":[0.003643482,0.00190256,0.03253458,0.00860853,0.0005916126,0.00002216865,0.01736391,0.00727241,0.006700903,0.0006835971,0.9205028,0.0001734062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1670851,0.005971238,0.01316898,0.7952892,0.00007881523,0.01523175,0.002121155,0.00003561335,0.001018129],"genre_scores_gemma":[0.9572309,0.00221728,0.01157488,0.001214345,0.00008847208,0.004876353,0.008705284,0.00006870529,0.01402378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7940749,"threshold_uncertainty_score":0.7587942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405639013875206,"score_gpt":0.4280031622738262,"score_spread":0.2874392608863057,"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."}}