{"id":"W4414550821","doi":"10.1007/978-3-031-92210-7_11","title":"Sociocultural Theory in Language Learning","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Place Centre; Surrey Memorial Hospital","funders":"","keywords":"Sociocultural evolution; Social constructivism; Learning theory; Constructivism (international relations); Cognition; Language acquisition; Social cognitive theory; Collaborative learning","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":[0.0006612751,0.0006272221,0.0003050143,0.0009934575,0.001934867,0.004226222,0.0007413197,0.001234027,0.01651618],"category_scores_gemma":[0.001014433,0.0001867216,0.0001829677,0.001340061,0.00721,0.004594655,0.001598901,0.002455378,0.002376104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002168736,"about_ca_system_score_gemma":0.001377075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173882,"about_ca_topic_score_gemma":0.003771819,"domain_scores_codex":[0.9996192,0.0002277192,0.000009738937,0.0000244814,0.00008754802,0.00003119305],"domain_scores_gemma":[0.9994356,0.0004231733,0.00001782477,0.00003499423,0.00004883636,0.00003946152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001575865,0.00001580265,0.00003781034,0.000031882,9.98415e-7,0.0000378754,0.002461954,0.0001083993,0.00005188718,0.9728737,0.00857443,0.01580372],"study_design_scores_gemma":[0.00000409469,0.000008512284,0.0002049214,0.0001416817,0.000001964564,0.00009820849,0.003027518,0.0003836535,0.0001714574,0.7442643,0.2516894,0.000004323865],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003343399,0.01256351,0.006104008,0.004319462,0.0004055361,0.00001030703,0.00001504843,0.00002896397,0.9732097],"genre_scores_gemma":[0.3713086,0.02532571,0.007600104,0.001995092,0.001427068,0.0001532658,0.0001048704,0.0001732738,0.5919121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01651618,"threshold_uncertainty_score":0.05525213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689396774596773,"score_gpt":0.2343618282227538,"score_spread":0.2174678604767861,"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."}}