{"id":"W2097852512","doi":"10.33137/q.i..v29i2.8488","title":"UFFA! Espressioni idiomatiche e ... molto di più. Leggere e comunicare","year":2008,"lang":"it","type":"article","venue":"Quaderni d italianistica","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008349642,0.0007927517,0.0003494879,0.001418359,0.002539655,0.003729486,0.0005341676,0.001219269,0.02372015],"category_scores_gemma":[0.001680481,0.0002916569,0.0003776455,0.00106287,0.002936765,0.001981922,0.001287608,0.002342253,0.01051296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002035842,"about_ca_system_score_gemma":0.0006726656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008160423,"about_ca_topic_score_gemma":0.01450769,"domain_scores_codex":[0.9993815,0.0002327348,0.00001362635,0.00009112809,0.0001514651,0.0001295501],"domain_scores_gemma":[0.9994113,0.0002235674,0.00007473931,0.00008827505,0.0001312767,0.00007080239],"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":[0.000061087,0.00003500696,0.001422284,0.0002772411,0.000009398563,0.0003023805,0.01440033,0.00003522071,0.001041561,0.07137924,0.8303722,0.08066408],"study_design_scores_gemma":[0.000003517024,0.00001566678,0.001790448,0.000089509,0.000003619881,0.0001599304,0.0009240927,0.00004136887,0.0001763224,0.0009303045,0.9958587,0.000006570159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01208665,0.02388225,0.002075283,0.07244228,0.01252737,0.00007411762,0.0004894512,0.0007174282,0.8757052],"genre_scores_gemma":[0.2745836,0.0156925,0.00345847,0.01265102,0.01214616,0.000180925,0.00050516,0.000919373,0.6798627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02372015,"threshold_uncertainty_score":0.07935178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320804123910956,"score_gpt":0.2719936237055068,"score_spread":0.2387855824663972,"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."}}