{"id":"W2107328512","doi":"10.1044/lle11.2.2","title":"Clinical Issues: Dynamic Assessment of Children From Culturally Diverse Backgrounds","year":2004,"lang":"en","type":"article","venue":"Perspectives on Language Learning and Education","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Dynamic assessment; Miller; Psychology; Linguistics; Style (visual arts); Multiculturalism; Pedagogy; Developmental psychology; History; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00299286,0.0007102059,0.0006497416,0.002789581,0.002954229,0.003474925,0.0009389772,0.001471321,0.01012272],"category_scores_gemma":[0.01001134,0.0004332103,0.0004301954,0.001705556,0.001369191,0.002703671,0.006532144,0.001901187,0.001804941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002588467,"about_ca_system_score_gemma":0.004929427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006065747,"about_ca_topic_score_gemma":0.01793347,"domain_scores_codex":[0.996757,0.0009950115,0.0003796775,0.0002432565,0.001211715,0.000413355],"domain_scores_gemma":[0.9962023,0.0007526322,0.000654901,0.0001556548,0.001172375,0.001062138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001554261,0.000897273,0.2048834,0.0009253172,0.00004421918,0.02617571,0.1413881,0.0002859546,0.004245303,0.004860267,0.08063607,0.535503],"study_design_scores_gemma":[0.00006284919,0.0005718842,0.2824158,0.003720722,0.00007440926,0.06180482,0.3445206,0.0003453022,0.004144848,0.01007663,0.2920789,0.0001832139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7069359,0.01402098,0.004927387,0.03767518,0.001013575,0.001274966,0.001224634,0.0002875442,0.2326398],"genre_scores_gemma":[0.9207009,0.01942865,0.01327418,0.005402802,0.000316304,0.001369901,0.0007077373,0.0001658115,0.03863366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012272,"threshold_uncertainty_score":0.03386384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058520011687191,"score_gpt":0.4551889458587469,"score_spread":0.4346037457418749,"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."}}