{"id":"W2899558269","doi":"10.31234/osf.io/6q9jg","title":"The youngest bilingual Canadians: Insights from the 2016 Census regarding children aged 0-9","year":2021,"lang":"en","type":"article","venue":"","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Census; Psychology; Demography; Geography; Sociology; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003557556,0.00007712306,0.00007489563,0.00001453504,0.002285669,0.0003304088,0.0004792294,0.00006411788,0.0005135656],"category_scores_gemma":[0.001670355,0.00004380479,0.00005697581,0.0002706315,0.0002988599,0.0001091715,0.00005933478,0.0001354592,0.000103662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564887,"about_ca_system_score_gemma":0.001656793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2594924,"about_ca_topic_score_gemma":0.7957151,"domain_scores_codex":[0.9986622,0.0004287228,0.0001394851,0.000214424,0.0002995317,0.0002556198],"domain_scores_gemma":[0.9980355,0.001225839,0.00005674646,0.0003709405,0.000187087,0.0001238733],"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":[0.000006927484,0.00003877847,0.07213677,7.400188e-7,0.0001718881,0.00001983657,0.117201,0.00000481625,0.0001103065,0.1474244,0.6516872,0.0111974],"study_design_scores_gemma":[0.0002336347,0.000003959123,0.1531509,0.0000283017,0.00003067225,0.000001245578,0.1600255,0.000001788994,0.0001870096,0.003824147,0.6823342,0.0001786167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7656182,0.003993506,0.000004117443,0.03149362,0.002992971,0.0002571844,0.0000438963,0.00007916136,0.1955173],"genre_scores_gemma":[0.9637059,0.0004215814,0.00006316103,0.001380956,0.001140639,0.000007261155,0.00002222956,0.000008094442,0.03325018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5362228,"threshold_uncertainty_score":0.9990132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352656530010477,"score_gpt":0.2889904727016617,"score_spread":0.265463907401557,"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."}}