{"id":"W3109891161","doi":"","title":"TRANSNATIONAL DISCOURSES OF ITALIANITÀ : BEING AND BECOMING ITALIAN CANADIAN IN TORONTO AND ABROAD : Lingua, Identiaà e Comunicazione in Contesti Anglofoni e Italiani","year":2007,"lang":"it","type":"article","venue":"Studi italiani di linguistica teorica ed applicata","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Lingua franca; Political science; Media studies; Sociology; Advertising; Gender studies; Humanities; Art; Business","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":[0.002038007,0.0008586735,0.001346881,0.0005323652,0.0005407975,0.0003568665,0.001192628,0.0003674131,0.0001370437],"category_scores_gemma":[0.002224998,0.000945505,0.0001589269,0.001111734,0.0007245428,0.0003575715,0.0008038597,0.0005853451,0.000008490239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146399,"about_ca_system_score_gemma":0.0003750404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1792699,"about_ca_topic_score_gemma":0.3250857,"domain_scores_codex":[0.9936946,0.0001501662,0.001983249,0.001707025,0.0008233278,0.001641633],"domain_scores_gemma":[0.9957728,0.001234981,0.0005195133,0.001076136,0.0006002203,0.0007963635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002136217,0.001286823,0.08433168,0.000705858,0.0004736359,0.001700337,0.03171385,0.00001455366,0.000555045,0.8627878,0.0007365944,0.01548021],"study_design_scores_gemma":[0.01359831,0.001870955,0.8056883,0.003500643,0.001225108,0.0003644002,0.090974,0.01045556,0.001021498,0.02656724,0.03802692,0.006707117],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7180535,0.07093152,0.02128387,0.01639122,0.006974407,0.01054502,0.00244553,0.0005322329,0.1528427],"genre_scores_gemma":[0.9940234,0.0003865976,0.004181062,0.0002751133,0.0006486774,0.00006970255,0.00009357523,0.0000755314,0.000246296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8362206,"threshold_uncertainty_score":0.9992995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038691202704909,"score_gpt":0.2991762505542563,"score_spread":0.2887893385272072,"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."}}