{"id":"W4414754108","doi":"10.33137/q.i..v45i3.46121","title":"Introduzione","year":2025,"lang":"it","type":"article","venue":"Quaderni d italianistica","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006285129,0.001107387,0.0005478269,0.002065135,0.002546937,0.00391,0.0008338999,0.001297215,0.1345115],"category_scores_gemma":[0.00237624,0.0003357939,0.0005397337,0.001590484,0.001752908,0.002515295,0.002185977,0.002853119,0.06595194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722093,"about_ca_system_score_gemma":0.001037396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004367362,"about_ca_topic_score_gemma":0.005688034,"domain_scores_codex":[0.999173,0.0002356618,0.00003226807,0.0002659855,0.0002166288,0.00007641106],"domain_scores_gemma":[0.9989883,0.0002954684,0.00006763006,0.0002237782,0.0003342898,0.0000904796],"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":[0.00003291481,0.00006299088,0.0009283944,0.0003067374,0.00001913335,0.0001987731,0.001769973,0.00011204,0.0007937995,0.4219742,0.4730852,0.1007159],"study_design_scores_gemma":[0.000004761892,0.00001478426,0.0008745047,0.000120234,0.00001101413,0.0002363126,0.000184094,0.00009707521,0.0001723043,0.02872982,0.9695468,0.000008347956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002860598,0.004434405,0.008203443,0.01368887,0.01290108,0.00006456477,0.0008567547,0.0003993862,0.9565911],"genre_scores_gemma":[0.1058517,0.006804948,0.006345065,0.00584962,0.01174192,0.0002532512,0.001561329,0.0007841878,0.860808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8654885,"threshold_uncertainty_score":0.4499857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846638066465142,"score_gpt":0.282256052068267,"score_spread":0.2637896714036156,"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."}}