{"id":"W2588066456","doi":"10.14288/bctj.v1i1.240","title":"Supporting Adult Learners with Refugee Experiences through English Language Instruction","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Refugee; English language; Mathematics education; Linguistics; Pedagogy; Computer science; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009469522,0.0002095164,0.0003877517,0.0002410533,0.0008551803,0.001013696,0.001644976,0.0001104065,0.009523086],"category_scores_gemma":[0.0008588206,0.0001243268,0.0001104917,0.0007935396,0.0008039272,0.004769764,0.0001708986,0.0001784076,0.0000115002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008483579,"about_ca_system_score_gemma":0.0003141283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005090636,"about_ca_topic_score_gemma":0.001931801,"domain_scores_codex":[0.9974446,0.0002505091,0.0005748891,0.0003976774,0.0008337697,0.0004985189],"domain_scores_gemma":[0.9981554,0.000172033,0.0007661905,0.0002630913,0.0004002316,0.0002430462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002404974,0.0002427182,0.2907228,0.00003566549,0.0001175807,0.00002059203,0.4830147,0.000005329802,0.009545508,0.0042068,0.01260498,0.1992428],"study_design_scores_gemma":[0.0008489872,0.00003291184,0.02348357,0.0006226151,0.00003207293,0.00000705868,0.7226951,0.00000135489,0.02154232,0.001499052,0.2286279,0.0006070017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800794,0.001875924,0.00009157308,0.0007219948,0.001324284,0.0002419805,0.000005725705,0.00006673601,0.01559241],"genre_scores_gemma":[0.99131,0.005452104,0.0003185987,0.0002975588,0.0005930417,0.00005778336,0.000002373647,0.0000212088,0.001947312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2672392,"threshold_uncertainty_score":0.9913824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.107690591936324,"score_gpt":0.5502221594191005,"score_spread":0.4425315674827764,"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."}}