{"id":"W4405290238","doi":"10.4000/12w7v","title":"« Nicolas Vernot (dir.), L’Héraldique au pays de Marianne. Des institutions au service du patrimoine culturel immatériel, Paris, Société française d’héraldique et de sigillographie, Le léopard d’or, 2024, 160 p. »","year":2024,"lang":"fr","type":"article","venue":"In Situ","topic":"Cultural Identity and Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Humanities; Art; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008873316,0.0006566735,0.0006571145,0.0002842708,0.001764267,0.001470962,0.0005439462,0.0006712213,0.002471549],"category_scores_gemma":[0.0001560014,0.0005948149,0.0005208336,0.0006651675,0.001054926,0.001917223,0.0003052274,0.001438268,0.0003846652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139996,"about_ca_system_score_gemma":0.003299899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3806157,"about_ca_topic_score_gemma":0.863151,"domain_scores_codex":[0.9964497,0.000444975,0.0008340269,0.000720598,0.0003218737,0.001228815],"domain_scores_gemma":[0.9984669,0.0003301,0.0001461784,0.0004248535,0.0002437889,0.0003881817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002805467,0.001131702,0.00428938,0.002736877,0.0004607019,0.001816989,0.1464601,0.0007742415,0.002813255,0.6683923,0.1678764,0.002967486],"study_design_scores_gemma":[0.001041987,0.0001618634,0.004244701,0.001566204,0.000283825,0.0002037124,0.01165709,0.0002062095,0.0003431681,0.01036306,0.9691106,0.0008175393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6012489,0.0953203,0.0007950417,0.05332217,0.006509817,0.001409202,0.001529623,0.0007045472,0.2391604],"genre_scores_gemma":[0.8998944,0.02472631,0.0006075679,0.00319329,0.003001865,0.0002310121,0.0002604093,0.0001023653,0.06798285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8012342,"threshold_uncertainty_score":0.9996503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399152359819287,"score_gpt":0.2837450494039453,"score_spread":0.2497535258057525,"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."}}