{"id":"W4402738204","doi":"10.5406/23256672.98.3.20","title":"Lingue e linguaggi d'Italia in Canada","year":2021,"lang":"it","type":"article","venue":"Italica","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Political science","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":[0.0001856343,0.000255139,0.0003688545,0.00005943274,0.0001418496,0.0001856222,0.000522866,0.00008697736,0.000536843],"category_scores_gemma":[0.0008558526,0.0002737734,0.00009215681,0.0007427129,0.00003600011,0.00008486953,0.0005278419,0.0002608243,0.00007536534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006735732,"about_ca_system_score_gemma":0.002961588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8949857,"about_ca_topic_score_gemma":0.9153993,"domain_scores_codex":[0.9976058,0.0001028051,0.0004924582,0.0006921451,0.000472699,0.0006341048],"domain_scores_gemma":[0.9984435,0.0001976263,0.0001204413,0.0007663292,0.0003023574,0.0001697096],"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":[0.0001133964,0.002024546,0.06403804,0.001213804,0.001244249,0.1731477,0.08684191,0.002342693,0.002896745,0.2149711,0.2300182,0.2211476],"study_design_scores_gemma":[0.005060907,0.0003753773,0.1102819,0.002580886,0.0002404166,0.0008716205,0.02329049,0.07845178,0.01449622,0.005773808,0.753836,0.004740614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6231486,0.09109191,0.01042415,0.0185846,0.03846367,0.001042113,0.0003908635,0.0003150222,0.2165391],"genre_scores_gemma":[0.9921771,0.0001347038,0.001690361,0.00308438,0.001047438,0.000008839047,0.00002116128,0.00001971866,0.001816287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5238178,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009842183773991469,"score_gpt":0.2232025281904872,"score_spread":0.2133603444164958,"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."}}