{"id":"W2278197869","doi":"10.1177/1471301216635827","title":"Innovative practice: Conversational use of English in bilingual adults with dementia","year":2016,"lang":"en","type":"article","venue":"Dementia","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Dementia; Conversation; Psychology; Vocabulary; First language; Neuroscience of multilingualism; Linguistics; Medicine; Communication; 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":[0.001632278,0.00006267269,0.00008824008,0.0001006541,0.00009144464,0.00004178427,0.00009794404,0.00004492491,0.0009733181],"category_scores_gemma":[0.007692938,0.00004519783,0.00001366091,0.0005300065,0.0001821115,0.001329574,0.00001949317,0.00006458807,0.000008203736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003245364,"about_ca_system_score_gemma":0.0005566245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221107,"about_ca_topic_score_gemma":0.001846684,"domain_scores_codex":[0.9985877,0.0005175897,0.0002338229,0.0001663826,0.0003385221,0.0001559683],"domain_scores_gemma":[0.9965722,0.001599201,0.0003292847,0.0001028067,0.001356374,0.00004013883],"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":[0.0004288847,0.0003884405,0.7595671,0.00001950466,0.0003703688,0.000003359678,0.1063235,0.000005254534,0.0003267091,0.1051409,0.002123122,0.02530288],"study_design_scores_gemma":[0.001385903,0.0001347962,0.06414886,0.0001007262,0.0001086006,2.692906e-7,0.04192641,0.000003635358,0.001598836,0.0003822056,0.8900207,0.0001890567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785352,0.0001738511,0.001736838,0.003546641,0.0006648852,0.0003708329,0.00002085632,0.00002737073,0.01492358],"genre_scores_gemma":[0.9663746,0.00008254584,0.03294316,0.0002216125,0.0001632736,0.00001185694,0.000006979764,0.000005606176,0.0001903742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8878976,"threshold_uncertainty_score":0.9999399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050874102684242,"score_gpt":0.3886316392170656,"score_spread":0.3377575365328236,"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."}}