{"id":"W2803545618","doi":"10.7939/r3sq7w","title":"Unity, Diversity, Anonymity: An ethno-linguistic portrait of the Spanish speaking population of Edmonton, AlbertaUnidad, diversidad, anonimidad: un retrato etnolingüístico de la población hispanohablante de Edmonton, Alberta, Canadá","year":2009,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portrait; Diversity (politics); Geography; Population; Ethnology; Genealogy; Sociology; Anthropology; Demography; History; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006077877,0.0002214244,0.0004417094,0.0002263767,0.0008614726,0.00003537254,0.001144937,0.0003854418,0.0005790053],"category_scores_gemma":[0.00136913,0.000244338,0.0002094098,0.0005814942,0.000628118,0.0004898632,0.0004261119,0.0003170608,0.000002079172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018491,"about_ca_system_score_gemma":0.0009021288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7075567,"about_ca_topic_score_gemma":0.334776,"domain_scores_codex":[0.9975193,0.0008187841,0.0003626049,0.0003497499,0.0004677083,0.0004818641],"domain_scores_gemma":[0.9975041,0.0009123468,0.000636774,0.0004449703,0.0002078884,0.0002939213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002295013,0.0003980405,0.7369566,0.00005180055,0.0001297009,0.00005940515,0.0752055,0.0001722587,0.0003561522,0.1851788,0.0008054654,0.0004567627],"study_design_scores_gemma":[0.001562533,0.0002201965,0.965748,0.0001849487,0.0004868933,0.00001645115,0.00647926,0.0006209805,0.0007838701,0.01490009,0.008527542,0.0004692391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.906101,0.00003270403,0.0001320487,0.001210486,0.0001950651,0.00026098,0.00002889712,0.00003709719,0.09200174],"genre_scores_gemma":[0.9955736,0.00005204628,0.001396472,0.0003746595,0.0000965674,1.021136e-7,0.000054311,0.00001626124,0.002436025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3727807,"threshold_uncertainty_score":0.9963816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009099304478352168,"score_gpt":0.2332767979455136,"score_spread":0.2241774934671614,"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."}}