{"id":"W4321599348","doi":"10.4000/insitu.37430","title":"Motorway architecture","year":2023,"lang":"en","type":"article","venue":"In Situ","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"Ministero della cultura","keywords":"Emblem; Architecture; Architectural engineering; Cultural heritage; Service (business); Symbol (formal); Identity (music); Value (mathematics); Political science; Public relations; Business; Computer science; History; Aesthetics; Engineering; Law; Marketing; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001470897,0.00043149,0.00009508965,0.0006540199,0.001955784,0.002867583,0.0005056411,0.000599709,0.05291324],"category_scores_gemma":[0.0003252826,0.0001411036,0.0002128232,0.0007874101,0.0008114479,0.0009886336,0.00143245,0.0005456055,0.00788805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002194337,"about_ca_system_score_gemma":0.00125507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01198943,"about_ca_topic_score_gemma":0.04024285,"domain_scores_codex":[0.9997932,0.00003074647,0.000006757636,0.00004434913,0.00008021497,0.00004470622],"domain_scores_gemma":[0.9999049,0.000005491284,0.00000736867,0.00002188261,0.00003679377,0.00002350691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001389841,0.00006359557,0.009555239,0.0005265892,0.00002925049,0.0007529771,0.004963776,0.004661223,0.007101389,0.317432,0.2071321,0.4476429],"study_design_scores_gemma":[0.000001937299,0.00002684471,0.006493456,0.00004317632,0.000003384896,0.0002005182,0.001179688,0.0002659764,0.0003179303,0.003183026,0.9882764,0.000007716469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04317972,0.002343669,0.009120176,0.001882306,0.0005509357,0.00009219316,0.0009211797,0.0005421569,0.9413677],"genre_scores_gemma":[0.3771656,0.001899843,0.008687738,0.0003093218,0.00009588289,0.00006100189,0.0008470304,0.0001904115,0.6107432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05291324,"threshold_uncertainty_score":0.1770124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022860891822737,"score_gpt":0.2469880876610389,"score_spread":0.1447019984787651,"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."}}