{"id":"W4281739517","doi":"10.1044/2022_ajslp-21-00275","title":"Maintenance and Generalization of Lexical Items in Primary Progressive Aphasia: Reflections From the Roundtable Discussion at the 2021 Clinical Aphasiology Conference","year":2022,"lang":"en","type":"article","venue":"American Journal of Speech-Language Pathology","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; University of Toronto","funders":"","keywords":"Generalization; Intervention (counseling); Primary progressive aphasia; Psychological intervention; Aphasia; Psychology; Aphasiology; Cognitive psychology; Population; Clinical psychology; Psychotherapist; Medicine; Psychiatry; Dementia; 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":[],"consensus_categories":[],"category_scores_codex":[0.001079135,0.0001501227,0.0005004979,0.00009812244,0.0002833739,0.00002107624,0.0004954187,0.00006369464,0.0001984274],"category_scores_gemma":[0.0008058878,0.00007351556,0.0001166895,0.0004243802,0.001727802,0.0001146937,0.0004035415,0.0007977893,0.000001593878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007990448,"about_ca_system_score_gemma":0.0001348516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522803,"about_ca_topic_score_gemma":0.0001731364,"domain_scores_codex":[0.9958219,0.002561227,0.0007446589,0.000374912,0.0002127064,0.0002845831],"domain_scores_gemma":[0.9974042,0.001115545,0.001041091,0.0003147522,0.00006618121,0.00005829409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.0008326441,0.0002362764,0.02144586,0.000004582902,0.00002514748,0.01003643,0.008045036,0.00007753208,0.8651908,0.0001551661,0.0003900591,0.09356049],"study_design_scores_gemma":[0.0181701,0.0317796,0.1708817,0.0004950557,0.0007873235,0.3529839,0.1618272,0.0008834542,0.2155751,0.009880614,0.03416711,0.002568851],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907931,0.00117052,0.0003364533,0.006849784,0.000491284,0.0002000446,0.00005792488,0.000006432691,0.00009445937],"genre_scores_gemma":[0.9950667,0.0005080114,0.0005958934,0.003144213,0.0002661964,0.0000151155,0.0000130394,0.00001358711,0.0003772156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6496157,"threshold_uncertainty_score":0.6366157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04669465574091712,"score_gpt":0.3581202353823785,"score_spread":0.3114255796414614,"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."}}