{"id":"W4394865546","doi":"10.4995/fortmed2024.2024.18059","title":"“Non serve, non servirà mai di niente”. La cittadella di Asti: il progetto, gli errori, la demolizione","year":2024,"lang":"en","type":"article","venue":"","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Square (algebra); Quarter (Canadian coin); Duchy; Subject (documents); Humanities; Art history; Art; Archaeology; History; Library science; Law; Computer science; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002195023,0.0003610741,0.0003303115,0.0001687977,0.0007276848,0.0002811964,0.0002415521,0.00008877665,0.001398321],"category_scores_gemma":[0.0000107007,0.0002670936,0.0002074342,0.00008905605,0.0003922428,0.0002453617,0.0002388013,0.0003712849,0.0005574891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004967408,"about_ca_system_score_gemma":0.00005744525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002491058,"about_ca_topic_score_gemma":0.002385748,"domain_scores_codex":[0.9983878,0.0000704978,0.0003210398,0.000483362,0.0003033623,0.0004339666],"domain_scores_gemma":[0.9993399,0.0001406128,0.00005122688,0.0002804489,0.0000747784,0.0001129856],"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":[0.0001416213,0.0005448883,0.001841444,0.001480613,0.000828573,0.0005978695,0.2022633,0.0001231829,0.0008568508,0.2899681,0.4732593,0.02809428],"study_design_scores_gemma":[0.0002343504,0.0001359409,0.0004081976,0.0001788851,0.00008031548,0.0000211124,0.002266362,0.0007134695,0.0002098374,0.001697385,0.993674,0.0003801338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1573941,0.002307601,0.0006201096,0.002823357,0.002007541,0.0004743918,0.00006571088,0.0006978027,0.8336094],"genre_scores_gemma":[0.7991589,0.00006605833,0.0001204295,0.0005010758,0.0009882583,0.00006196601,0.00002171624,0.00006114881,0.1990205],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6417648,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790880138870923,"score_gpt":0.2263430467704287,"score_spread":0.2084342453817195,"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."}}