{"id":"W3094886440","doi":"10.1111/modl.12669","title":"Mindsets Matter for Linguistic Minority Students: Growth Mindsets Foster Greater Perceived Proficiency, Especially for Newcomers","year":2020,"lang":"en","type":"article","venue":"Modern Language Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Language proficiency; Psychological resilience; Language assessment; Anxiety; Foreign language; Neuroscience of multilingualism; Developmental psychology; Pedagogy; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006594641,0.0002706889,0.0002579252,0.0004248047,0.001156139,0.001539052,0.0002830137,0.0005071773,0.005819905],"category_scores_gemma":[0.003152931,0.0001753044,0.0003268615,0.0002585336,0.0007361163,0.0005589113,0.001173255,0.001096829,0.0003494896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003960454,"about_ca_system_score_gemma":0.0006304585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004600593,"about_ca_topic_score_gemma":0.008844968,"domain_scores_codex":[0.9996306,0.0001006773,0.00002003414,0.00005898601,0.00007404362,0.0001157853],"domain_scores_gemma":[0.9976968,0.0002944603,0.0008129186,0.00008553478,0.0001528722,0.0009574714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002197803,0.0008982325,0.970416,0.00007136411,0.000107949,0.0001956674,0.01188197,0.00004396137,0.00226963,0.0003001142,0.0005457384,0.01304957],"study_design_scores_gemma":[0.00000869088,0.0002211246,0.9858919,0.00004498773,0.00003422202,0.00006774429,0.01228741,0.00009227863,0.0003019865,0.0002110608,0.0008263907,0.00001222759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992353,0.00005852002,0.00001567581,0.000147211,0.000009150885,0.000002451774,0.00001218687,0.000001161592,0.0005184312],"genre_scores_gemma":[0.9994239,0.00005427956,0.00003668506,0.00005094742,0.000006389723,0.000004473509,0.00001813429,0.000001354599,0.0004038705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005819905,"threshold_uncertainty_score":0.01946956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04657403599909352,"score_gpt":0.294696914928504,"score_spread":0.2481228789294105,"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."}}