{"id":"W4318984638","doi":"10.1075/lab.22080.ros","title":"Expanding bilingualism research through fieldwork in language shift ecologies","year":2023,"lang":"en","type":"article","venue":"Linguistic Approaches to Bilingualism","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; Western University; Agence Nationale de la Recherche","keywords":"Neuroscience of multilingualism; Linguistics; Sociology; Psychology; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05033476,0.0005275561,0.0009053439,0.005410106,0.004807632,0.00418993,0.001424223,0.001810755,0.01287211],"category_scores_gemma":[0.03819013,0.0005454965,0.000494133,0.003757179,0.006779473,0.008273135,0.008708754,0.003204211,0.001025632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00765509,"about_ca_system_score_gemma":0.0156791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650001,"about_ca_topic_score_gemma":0.03189166,"domain_scores_codex":[0.9780315,0.0184708,0.00048393,0.0009071495,0.0009356996,0.001170896],"domain_scores_gemma":[0.8906374,0.08494024,0.003964977,0.005446792,0.008514907,0.006495724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008212243,0.005548608,0.0859331,0.005265352,0.0002253214,0.0005822653,0.2402717,0.0009503306,0.00498874,0.1079053,0.0405195,0.5069886],"study_design_scores_gemma":[0.0008270406,0.001667977,0.196356,0.01821507,0.0002327086,0.0003895286,0.3825069,0.001180087,0.00456149,0.1438978,0.2499947,0.0001705928],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5601014,0.03621456,0.04471319,0.1041505,0.002667445,0.005284468,0.002414861,0.0003091855,0.2441445],"genre_scores_gemma":[0.9244353,0.01490705,0.03686165,0.008718828,0.0005534126,0.004617481,0.0007166616,0.00009304256,0.009096601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05033476,"threshold_uncertainty_score":0.2661989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5811544654250146,"score_gpt":0.5586364545917619,"score_spread":0.02251801083325267,"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."}}