{"id":"W4285815859","doi":"10.1558/sols.32581","title":"Multilingualism in Migrant Contexts","year":2022,"lang":"en","type":"article","venue":"Sociolinguistic Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Multilingualism; Multilingual Education; Sociology; Linguistics; Neuroscience of multilingualism; Pedagogy; Political science; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000523444,0.000125094,0.0002504482,0.0001048598,0.001018596,0.0000309421,0.0001274675,0.00001364594,0.001383197],"category_scores_gemma":[0.001362712,0.0001151391,0.00007669268,0.00002982807,0.0002056166,0.0000158228,0.0001245268,0.0004255523,0.00002654254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041992,"about_ca_system_score_gemma":0.00002358856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736802,"about_ca_topic_score_gemma":0.001483569,"domain_scores_codex":[0.9989679,0.0001707447,0.0002335709,0.00020673,0.0001678772,0.0002531112],"domain_scores_gemma":[0.9992511,0.0004642714,0.00007789966,0.0001187041,0.00006560521,0.00002241479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001284376,0.00005536126,0.001005832,0.00002740824,0.00008782918,0.0001487643,0.9398721,0.00007727145,0.000004104102,0.05290078,0.001380432,0.004427258],"study_design_scores_gemma":[0.0007188853,0.00006755016,0.0003656862,0.00003444165,0.0000279932,0.000005935027,0.5897218,0.0001446129,0.000002142074,0.00421916,0.4044437,0.0002480985],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508255,0.01855391,0.000001255837,0.000258082,0.002414068,0.0001269837,0.00002665157,0.000135322,0.02765822],"genre_scores_gemma":[0.9917148,0.00001722667,0.00002724425,0.0008086631,0.0008667291,0.00006954287,0.00001018217,0.00001862455,0.006466987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4030632,"threshold_uncertainty_score":0.9995297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06691221581841017,"score_gpt":0.327253738679124,"score_spread":0.2603415228607138,"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."}}