{"id":"W2293183341","doi":"10.1080/09571736.2016.1146914","title":"Motivated by visions: a tale of a rural learner of English","year":2016,"lang":"en","type":"article","venue":"Language Learning Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Narrative; Identity (music); Vision; Sociology; Language acquisition; Pedagogy; Psychology; Variety (cybernetics); Ethnic group; Language assessment; Linguistics; Mathematics education; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006129761,0.0001249263,0.0002519549,0.0001336941,0.0002690486,0.00006911008,0.0001795053,0.00005202715,0.004937513],"category_scores_gemma":[0.001540595,0.00007771514,0.0001371474,0.00004329782,0.0001733599,0.0002248816,0.00003940004,0.0006377402,0.00002516024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002142332,"about_ca_system_score_gemma":0.00002640122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001742257,"about_ca_topic_score_gemma":0.000009846899,"domain_scores_codex":[0.998772,0.000263364,0.0003637062,0.00008999914,0.0002678156,0.0002430712],"domain_scores_gemma":[0.9989169,0.0002249203,0.0004047146,0.0001186166,0.0002589122,0.00007598846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001446863,0.0002397659,0.02546465,0.00007950562,0.0002458202,0.00003414668,0.7424149,0.000154493,0.1025897,0.003962259,0.0107954,0.1138747],"study_design_scores_gemma":[0.003946651,0.001371905,0.001810034,0.002726086,0.0001180681,0.00007188052,0.3385887,0.0001340761,0.009995718,0.0002291889,0.6403125,0.0006952375],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845501,0.0009748921,0.0002193685,0.0001128785,0.0003152545,0.00003834031,0.000008052156,0.00007408083,0.0137071],"genre_scores_gemma":[0.971579,0.00004705403,0.00008851221,0.00003094123,0.0005930707,9.909163e-7,0.000004931917,0.0000279052,0.02762755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6295171,"threshold_uncertainty_score":0.9959721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00772789529147571,"score_gpt":0.2274167468659151,"score_spread":0.2196888515744394,"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."}}