{"id":"W6964122414","doi":"10.25318/9810061501-eng","title":"First official language spoken by labour force status, highest level of education and immigrant status and period of immigration: Canada, provinces and territories, census metropolitan areas and census agglomerations with parts","year":2023,"lang":"en","type":"dataset","venue":"Statistics Canada Dissemination","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Metropolitan area; Urban agglomeration; Immigration; Population; Period (music); American Community Survey","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":[0.0001821523,0.0005318596,0.0006718009,0.0002770205,0.0003849593,0.0001406666,0.0001139378,0.0001557771,0.000006579325],"category_scores_gemma":[0.0006069675,0.0005287942,0.00001165738,0.000446643,0.0004202478,0.0001685261,0.00007389345,0.000233549,1.250592e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340742,"about_ca_system_score_gemma":0.004480497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997529,"about_ca_topic_score_gemma":0.9998901,"domain_scores_codex":[0.9970004,0.0001141067,0.0007435997,0.0006254634,0.000989661,0.0005267524],"domain_scores_gemma":[0.9971277,0.0004904711,0.000925301,0.0003336867,0.0007076346,0.0004152467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001239649,0.00008651304,0.002503736,0.001563308,0.0001347934,0.0000319744,0.0008909096,0.00000504106,0.0000898715,0.001149563,0.9925257,0.0008946051],"study_design_scores_gemma":[0.001571924,0.0007184817,0.5199193,0.001306071,0.001274844,0.00007813113,0.06719354,0.0002046468,0.0004680976,0.0001120355,0.4052967,0.001856138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.06275528,0.002462821,0.00003007327,0.0001725059,0.0002856556,0.0006930475,0.9335836,0.00001430973,0.000002686243],"genre_scores_gemma":[0.1778609,0.0006783251,0.0006184778,0.00001054943,0.00007690455,0.00006572303,0.8203427,0.00007072608,0.0002756405],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.587229,"threshold_uncertainty_score":0.9997163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007558979979585712,"score_gpt":0.2525424735045476,"score_spread":0.2449834935249618,"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."}}