{"id":"W7027013508","doi":"","title":"The Bloomsbury handbook of language learning and technology","year":2024,"lang":"en","type":"other","venue":"","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Language acquisition; Language industry; Language education; Learner autonomy; Language technology; Comprehension approach","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006108821,0.00009723066,0.0001303456,0.0002121082,0.00002604498,0.0003185836,0.00009380428,0.0001065109,0.0004898059],"category_scores_gemma":[0.00001879264,0.00005999259,0.00002544034,0.00009166351,0.00007890483,0.0001654522,0.0001887253,0.0001116162,0.0007145925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002575961,"about_ca_system_score_gemma":0.000003748888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001475983,"about_ca_topic_score_gemma":0.0002734978,"domain_scores_codex":[0.9996413,1.159646e-7,0.0001009164,0.0001204153,0.00003201476,0.000105249],"domain_scores_gemma":[0.9997942,0.000007822666,0.00009726478,0.00009047219,0.000007758263,0.000002478903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003056313,0.000007613256,0.0002660081,0.000453153,0.000104999,0.000008032976,0.000008820301,2.836377e-7,0.00002718762,0.1778445,0.7456856,0.07559066],"study_design_scores_gemma":[0.00005260147,0.000002787142,6.837029e-7,0.0001473486,0.00002103536,9.345835e-7,0.0005724286,0.00007405383,0.00000872472,0.008357923,0.9906782,0.00008330312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001084884,0.01122315,0.000006813411,0.00009169899,0.0001602016,0.00007280797,8.064697e-7,0.0001982769,0.9871613],"genre_scores_gemma":[0.003031674,0.0004166202,0.00003124996,0.00006780882,0.0003274324,0.000003944937,0.000006649798,0.0001435931,0.995971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2449925,"threshold_uncertainty_score":0.918488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003957842508624244,"score_gpt":0.1868859135158138,"score_spread":0.1829280710071895,"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."}}