{"id":"W4281642989","doi":"10.3390/brainsci12060729","title":"Working Memory Models and Measures in Language and Bilingualism Research: Integrating Cognitive and Affective Perspectives","year":2022,"lang":"en","type":"review","venue":"Brain Sciences","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Neuroscience of multilingualism; Psychology; Working memory; Cognitive psychology; Cognition; Task (project management); Feeling; Cognitive science; Social psychology","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005552253,0.0003662619,0.0008480116,0.0009693973,0.0009329838,0.000302725,0.0004229972,0.0001612474,0.00001938586],"category_scores_gemma":[0.0111811,0.000268271,0.00007879257,0.001329258,0.00346632,0.0002855991,0.0007395198,0.001206233,8.965044e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006051095,"about_ca_system_score_gemma":0.0002904646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002564555,"about_ca_topic_score_gemma":0.0003534227,"domain_scores_codex":[0.9936028,0.003308466,0.0003575588,0.001619548,0.0005474211,0.0005641732],"domain_scores_gemma":[0.9854901,0.01399999,0.0002022593,0.0001666979,0.00003418402,0.0001067542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000984675,0.00003645875,0.000009234468,0.0004271959,0.000008882434,0.0007269843,0.08322576,6.452147e-7,0.0003733689,0.001083516,0.0000119456,0.9140862],"study_design_scores_gemma":[0.001550786,0.00160469,0.0000207167,0.02106786,0.0002367588,0.006811633,0.8904907,0.000561852,0.0008047213,0.01175113,0.06240019,0.00269903],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08288439,0.9130651,0.000003153924,0.000128186,0.0001285235,0.0008861056,0.00002231664,0.00004622884,0.002836035],"genre_scores_gemma":[0.07795344,0.9213089,0.00008816504,0.0002299916,0.0001086476,0.0001043689,0.000002408396,0.00002716453,0.0001768567],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9113871,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3926503418791881,"score_gpt":0.4708932901569616,"score_spread":0.07824294827777356,"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."}}