{"id":"W4221036217","doi":"10.1186/s13195-022-00958-0","title":"Cognitive composites for genetic frontotemporal dementia: GENFI-Cog","year":2022,"lang":"en","type":"article","venue":"Alzheimer s Research & Therapy","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto; Occupational Cancer Research Centre; Health Sciences Centre; McGill University Health Centre; Sunnybrook Health Science Centre; Université Laval","funders":"Medical Research Council; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Stichting Dioraphte; Wolfson Foundation; UK Dementia Research Institute; National Institute for Health and Care Research; Alzheimer Nederland; Brain Research UK; Alzheimer's Society; Agence Nationale de la Recherche","keywords":"Frontotemporal dementia; Medicine; Logistic regression; Cognition; Neuropsychology; C9orf72; Internal medicine; Clinical trial; Dementia; Oncology; Psychology; Clinical psychology; Psychiatry; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001697758,0.0002472259,0.000418167,0.0003751368,0.00117669,0.00009874859,0.0005107868,0.00008957169,0.004705809],"category_scores_gemma":[0.00008317266,0.0002139221,0.0002373775,0.0006510646,0.0003927173,0.0001158325,0.0004214381,0.001000018,0.000137714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462444,"about_ca_system_score_gemma":0.0004558565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006646884,"about_ca_topic_score_gemma":0.00001838398,"domain_scores_codex":[0.9947426,0.0008347514,0.0003904133,0.0006993532,0.002102264,0.001230579],"domain_scores_gemma":[0.9976464,0.000612079,0.00006744795,0.000509462,0.0007536343,0.0004109762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02590888,0.004400965,0.1591586,0.0001064979,0.02149723,0.0005570831,0.004625983,0.00008758995,0.2491246,0.0005588274,0.1127046,0.4212692],"study_design_scores_gemma":[0.02662937,0.01871683,0.6114074,0.0001106664,0.0008384838,0.0001782818,0.001967963,0.004982995,0.018843,0.002833183,0.312405,0.001086834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074381,0.07528796,0.0006754005,0.007563854,0.0002113584,0.006961342,0.0001738556,0.0001385504,0.001549597],"genre_scores_gemma":[0.9909199,0.00120477,0.002814018,0.0009600579,0.0003875291,0.002617191,0.0002134437,0.0001063534,0.0007766656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522488,"threshold_uncertainty_score":0.996204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150165398587048,"score_gpt":0.4302514149346408,"score_spread":0.215234875075936,"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."}}