{"id":"W3122716334","doi":"","title":"Bilingualism and Communicative Benefits","year":2008,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Economic Policies and Impacts","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroscience of multilingualism; Government (linguistics); Point (geometry); Foreign language; Linguistics; Psychology; Political science; Mathematics education; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.001978753,0.0004538606,0.001237474,0.0009881696,0.0002928959,0.0002296524,0.001139795,0.0006619517,0.0001167831],"category_scores_gemma":[0.0006778602,0.0005850212,0.0002192628,0.000143031,0.0007416193,0.0001990065,0.002575536,0.002104383,0.00009873113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009894597,"about_ca_system_score_gemma":0.0002552386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674266,"about_ca_topic_score_gemma":0.000504252,"domain_scores_codex":[0.996104,0.0001147471,0.001406339,0.001218531,0.00005298865,0.001103383],"domain_scores_gemma":[0.9965429,0.0005687894,0.0006187165,0.0018452,0.00006151163,0.0003628463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003087299,0.001432978,0.17591,0.0009037067,0.001288383,0.0001014387,0.02628672,0.02104762,0.00002294099,0.4215176,0.002404107,0.3487758],"study_design_scores_gemma":[0.004284313,0.0005596621,0.1821226,0.0008496868,0.00001809672,0.0001609476,0.002258134,0.04603837,0.0001396085,0.2079194,0.5515933,0.004055872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6630662,0.005013896,8.097932e-7,0.0008916569,0.0003623377,0.0005606305,0.0006076709,0.00003746351,0.3294593],"genre_scores_gemma":[0.7836658,0.213439,0.000434518,0.0003678628,0.0002235819,0.000127318,0.00007632927,0.00009784109,0.001567757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491892,"threshold_uncertainty_score":0.9996601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045788396636365,"score_gpt":0.3249496139928199,"score_spread":0.2203707743291834,"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."}}