{"id":"W2920990351","doi":"10.4000/artefact.1767","title":"Natacha Coquery, Jörg Ebeling, Anne Perrin Khelissa et Philippe Sénéchal (dir.), Les progrès de l’industrie perfectionnée. Luxe, arts décoratifs et innovation de la Révolution française au Premier Empire","year":2018,"lang":"fr","type":"article","venue":"Artefact","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Francophone University Association","funders":"","keywords":"Humanities; Art","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001350676,0.0004778557,0.0004870404,0.0001748555,0.00565915,0.0004093185,0.0002042568,0.0004875998,0.001932134],"category_scores_gemma":[0.00047204,0.0004222012,0.0002676088,0.0004214304,0.001156916,0.0007391327,0.0001058018,0.0008446528,0.0001633315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152241,"about_ca_system_score_gemma":0.000344719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02828749,"about_ca_topic_score_gemma":0.03977379,"domain_scores_codex":[0.9969091,0.0006659958,0.0006379017,0.0005728254,0.0004214917,0.0007927177],"domain_scores_gemma":[0.9981703,0.0002284324,0.0003154771,0.0002878614,0.0008037203,0.0001941895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003647002,0.001683532,0.03495587,0.0002634991,0.000991061,0.00006079313,0.4281282,0.0003081988,0.001235022,0.07742174,0.3758901,0.07869729],"study_design_scores_gemma":[0.0005926673,0.0005511191,0.006935794,0.000184456,0.0002583724,0.00002435584,0.007451305,0.001190369,0.0001426422,0.001379587,0.9807362,0.0005531217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9301854,0.0119467,0.0005136848,0.04908546,0.0009289184,0.0003983854,0.0001379972,0.0001877738,0.006615707],"genre_scores_gemma":[0.9471809,0.001296539,0.0001057695,0.0008727151,0.00279712,0.00007976883,0.0001407093,0.00005160747,0.04747485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6048461,"threshold_uncertainty_score":0.999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03689214301783456,"score_gpt":0.286333924850899,"score_spread":0.2494417818330644,"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."}}