{"id":"W4232644912","doi":"10.1017/cbo9781107336988","title":"Children's Multilingual Development and Education","year":2015,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Novelty; Multilingualism; Pedagogy; Multilingual Education; Psychology; Sociology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002869343,0.000162432,0.0001923325,0.0001406808,0.0004443017,0.00007066752,0.0002567763,0.0002753558,0.000001579525],"category_scores_gemma":[0.00003468756,0.0002005275,0.00004043806,0.00001383825,0.0002314381,0.00007456967,0.00009884922,0.0001858587,0.00001510336],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006305531,"about_ca_system_score_gemma":0.007764359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00275446,"about_ca_topic_score_gemma":0.00004954292,"domain_scores_codex":[0.998998,0.000119954,0.000130468,0.0002766269,0.0002727866,0.0002021067],"domain_scores_gemma":[0.9990364,0.00003918754,0.000172002,0.0001688004,0.0002846518,0.0002989508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007952395,0.00002126282,0.0001060114,0.00003657817,0.00005047268,0.000002516766,0.02109964,7.183328e-8,5.90005e-7,0.462815,0.4969629,0.01889697],"study_design_scores_gemma":[0.0001529952,0.000005293891,0.0002130866,0.00008006397,0.0000330017,0.000002203255,0.003862517,1.660318e-7,0.00001421053,0.000004285299,0.9954129,0.0002192289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01495893,0.000303953,0.000004108676,0.00002877669,0.0005594475,0.0004139138,0.00003649538,0.00006986471,0.9836245],"genre_scores_gemma":[0.001699017,0.00003957468,0.0001348112,0.00005710704,0.001150245,0.000001524805,0.00007674097,0.00001574919,0.9968252],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.49845,"threshold_uncertainty_score":0.9978607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421743054455859,"score_gpt":0.28442339061403,"score_spread":0.2502059600694714,"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."}}