{"id":"W3158809733","doi":"10.2139/ssrn.3821482","title":"A ‘Mini Linguistic State Examination’ to Classify Primary Progressive Aphasia","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"Medical Research Council; Wellcome Trust","keywords":"Primary progressive aphasia; Aphasia; Linguistics; State (computer science); Natural language processing; Aphasiology; Psychology; Computer science; Artificial intelligence; Medicine; Cognitive psychology; Philosophy; Dementia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047969,0.0007906845,0.0003602557,0.00304342,0.0005090458,0.0007379678,0.0004561972,0.0008124087,0.002515673],"category_scores_gemma":[0.00334005,0.0002026642,0.0004458127,0.0006827762,0.0005216229,0.001223709,0.0007192067,0.0009486981,0.0009525742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004310437,"about_ca_system_score_gemma":0.0009896886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003804393,"about_ca_topic_score_gemma":0.006695705,"domain_scores_codex":[0.9997792,0.00003423061,0.0000668793,0.00003146682,0.00004690331,0.00004137289],"domain_scores_gemma":[0.9988231,0.0002747705,0.0001394606,0.00008795838,0.0005258814,0.00014877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001805557,0.0003748525,0.7314274,0.0003036094,0.0002514273,0.005906188,0.0006040517,0.0008946483,0.05289188,0.001525955,0.00974764,0.1942668],"study_design_scores_gemma":[0.00008924225,0.002160141,0.9281923,0.0001903626,0.0002626645,0.02637974,0.0005422868,0.009941973,0.02355787,0.001572798,0.007005206,0.0001055374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9536287,0.0010912,0.01562213,0.001027545,0.0002971954,0.0006953126,0.002191597,0.0003604435,0.02508587],"genre_scores_gemma":[0.979601,0.0004917807,0.01415453,0.0003316055,0.00008134306,0.0002742269,0.001789149,0.00004275259,0.003233744],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003804393,"threshold_uncertainty_score":0.008415759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577477839981731,"score_gpt":0.2836722689181183,"score_spread":0.267897490518301,"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."}}