{"id":"W2039553678","doi":"10.1017/s0272263101241060","title":"<b>BACKGROUND SPEAKERS: DIVERSITY AND ITS MANAGEMENT IN THELOTE CLASSROOM.</b><i>Michael Clyne, Sue Fernandez, Imogen Y. Chen, and RenataSummo-O'Connell.</i> Belconnen, ACT, Australia: Language Australia, 1997. Pp. vi +177. A$30.80 paper.","year":2001,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Chen; Diversity (politics); Foreign language; Perception; Sociology; First language; Psychology; Second language; Linguistics; Pedagogy; Political science; Law; Anthropology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000786202,0.0004312308,0.0005241582,0.0002159544,0.0008502361,0.0001568003,0.0002358014,0.0001355106,0.003416209],"category_scores_gemma":[0.00003686629,0.0004058317,0.00008110725,0.0001190372,0.0003091629,0.0007714995,0.0007178428,0.0005789421,0.00008119558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796183,"about_ca_system_score_gemma":0.000006465439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019265,"about_ca_topic_score_gemma":0.01473454,"domain_scores_codex":[0.9977212,0.0002344783,0.0004688173,0.0006715023,0.0002696025,0.0006343838],"domain_scores_gemma":[0.9991758,0.0001642678,0.0001951377,0.0003050508,0.00005491836,0.0001048045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004245496,0.0003822633,0.02789109,0.001302921,0.001009134,0.003715217,0.9306329,0.00003895444,0.001391345,0.01951438,0.00788449,0.005812779],"study_design_scores_gemma":[0.006541435,0.0004167574,0.05176954,0.001144555,0.0003632386,0.0001240251,0.8858715,0.00005736048,0.0004512236,0.001775655,0.04973457,0.001750139],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752262,0.01732477,0.00000199955,0.0002591381,0.0003043879,0.0004276742,0.000127692,0.00009236432,0.006235775],"genre_scores_gemma":[0.9859384,0.002337076,0.00004424576,0.0007552588,0.0004565599,0.0000284968,0.0001275801,0.00003592555,0.01027645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04476137,"threshold_uncertainty_score":0.9998394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06783390923840137,"score_gpt":0.3121603262607294,"score_spread":0.244326417022328,"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."}}