{"id":"W2136912484","doi":"10.1177/0267658309337641","title":"Quantitative analyses in a multivariate study of language attrition: the impact of extralinguistic factors","year":2010,"lang":"en","type":"article","venue":"Second language Research","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Attrition; Psychology; German; Context (archaeology); Linguistics; Predictive power; Language proficiency; Multivariate statistics; Language acquisition; Cognitive psychology; Statistics; Geography; Mathematics; Medicine","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":[0.002204085,0.00007937956,0.0001989422,0.0003666567,0.0001738436,0.00003499546,0.0003518162,0.00006655368,0.004263526],"category_scores_gemma":[0.005406213,0.0000512545,0.00008509152,0.0009626081,0.0003793745,0.00005892751,0.00004000746,0.0004887832,0.00000843384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004750895,"about_ca_system_score_gemma":0.0004567378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3653004,"about_ca_topic_score_gemma":0.1612319,"domain_scores_codex":[0.9977624,0.001063505,0.000268074,0.0001553502,0.0004474588,0.0003031434],"domain_scores_gemma":[0.9973904,0.001830149,0.00009854769,0.000277239,0.000312047,0.00009157804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004060052,0.0006112376,0.01749074,0.00002065773,0.0000440196,0.000008039086,0.9298513,0.00001084346,0.04984644,0.00124796,0.00005385096,0.0007742948],"study_design_scores_gemma":[0.0004070631,0.0002036842,0.2135485,0.00001478036,0.000005340728,2.114586e-7,0.7832856,0.00008969086,0.002255758,0.0000729908,0.0000519712,0.0000644329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989884,0.0002210168,5.718682e-7,0.00004196071,0.00008235859,0.0004548447,0.00004562252,0.000008441368,0.009261237],"genre_scores_gemma":[0.9989211,0.00000410424,0.00004659839,0.000004283171,0.000114703,0.00001310369,0.000007186241,0.000007518803,0.0008813921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2040684,"threshold_uncertainty_score":0.9966467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4346352516203167,"score_gpt":0.6795897930404406,"score_spread":0.244954541420124,"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."}}