{"id":"W3110738466","doi":"10.1017/s0142716420000521","title":"Bilingual language experience as a multidimensional spectrum: Associations with objective and subjective language proficiency","year":2020,"lang":"en","type":"article","venue":"Applied Psycholinguistics","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Research on Brain Language and Music","funders":"","keywords":"Psychology; Cognition; Language proficiency; Second-language attrition; Cognitive psychology; Fluency; Language assessment; Second-language acquisition; Neuroscience of multilingualism; Developmental linguistics; Language acquisition; Language Experience Approach; Multilingualism; Context (archaeology); Age of Acquisition; Comprehension approach; Linguistics; Language education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001232203,0.000314944,0.0003117038,0.00008547011,0.0003195566,0.00005600106,0.000253326,0.0001229428,0.00006063252],"category_scores_gemma":[0.001816148,0.0002611641,0.00004844262,0.0005015729,0.0003963887,0.00004568308,0.0001047287,0.000464775,0.0000855979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003529778,"about_ca_system_score_gemma":0.0001358352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008633691,"about_ca_topic_score_gemma":0.00003072277,"domain_scores_codex":[0.9978052,0.00008679336,0.0002929477,0.0009814157,0.0003609416,0.0004726763],"domain_scores_gemma":[0.998729,0.0004903139,0.000198415,0.0002881069,0.00006466504,0.0002295349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004505017,0.0002920246,0.001358926,0.0000249743,0.00002960956,0.002024989,0.214788,0.00002888603,0.767536,0.01261357,0.00006309478,0.0007893788],"study_design_scores_gemma":[0.003835297,0.001158744,0.00334168,0.00004611044,0.0001176283,0.0008091373,0.03871878,0.0004992932,0.9478934,0.001294985,0.0008556602,0.001429297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982429,0.00008778196,0.0002210446,0.0002952596,0.0001997094,0.0005825227,0.00009960242,0.0002461837,0.01583895],"genre_scores_gemma":[0.9925112,0.00001197623,0.001401661,0.00537994,0.0004792769,0.00003341303,0.00001723881,0.00004342056,0.0001219433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1803574,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354662909441387,"score_gpt":0.3089744713876718,"score_spread":0.285427842293258,"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."}}