{"id":"W4212921657","doi":"10.1044/2021_jslhr-21-00369","title":"Evaluating the Modified-Shortened Token Test as a Working Memory and Language Assessment Tool","year":2022,"lang":"en","type":"article","venue":"Journal of Speech Language and Hearing Research","topic":"Language Development and Disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Working memory; Test (biology); Language assessment; Short-term memory; Security token; Language acquisition; Memory test","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":[0.003407157,0.0007319385,0.0005782692,0.001019427,0.0002304757,0.0007833996,0.0008968115,0.0005489523,0.002135773],"category_scores_gemma":[0.01089721,0.0001951184,0.0006549787,0.0004790018,0.0004417436,0.0008777108,0.0007130886,0.0006404906,0.0005817453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004347636,"about_ca_system_score_gemma":0.0009498934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002314698,"about_ca_topic_score_gemma":0.005383991,"domain_scores_codex":[0.9977443,0.00078505,0.0003973405,0.0002595958,0.0006779071,0.0001357397],"domain_scores_gemma":[0.9922908,0.002927135,0.002251464,0.0004116197,0.001451601,0.0006673423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002313216,0.002090573,0.8812313,0.0002718575,0.0002500514,0.0009175282,0.00131541,0.00117106,0.01649467,0.0003251434,0.002254703,0.0913645],"study_design_scores_gemma":[0.0001555567,0.007225559,0.9697093,0.00009378561,0.0001352624,0.00176547,0.000608377,0.004404415,0.01401103,0.000305749,0.001520962,0.00006454901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967616,0.0001226247,0.001698943,0.00003969236,0.00002508956,0.0001432752,0.0003898688,0.00003907784,0.0007798399],"genre_scores_gemma":[0.9873939,0.0001552158,0.009728067,0.00005132032,0.0000123956,0.0005352491,0.0009164711,0.00002100783,0.001186445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003407157,"threshold_uncertainty_score":0.01801896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.139177161784714,"score_gpt":0.4823641336463894,"score_spread":0.3431869718616753,"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."}}