{"id":"W2331858554","doi":"10.3166/jesa.41.963-990","title":"Commande des systèmes hybrides rapides. Applications aux systèmes mécatroniques","year":2007,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Computer science; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.005021233,0.001327255,0.001913883,0.001097304,0.002227258,0.00198258,0.001332219,0.0007888324,0.0007928571],"category_scores_gemma":[0.0005332117,0.001320618,0.0009546057,0.001426784,0.0009458113,0.00180022,0.0002070194,0.001798102,0.001513017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003611437,"about_ca_system_score_gemma":0.0007648334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185798,"about_ca_topic_score_gemma":0.0005454545,"domain_scores_codex":[0.9904066,0.001188255,0.003851704,0.0007557961,0.001371292,0.002426293],"domain_scores_gemma":[0.9939622,0.001079686,0.001511761,0.001016799,0.001187384,0.00124215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008749437,0.000361302,0.002994399,0.003928726,0.001728651,0.0005676663,0.002838405,0.00781818,0.003179975,0.04458299,0.02540029,0.9065119],"study_design_scores_gemma":[0.00912915,0.001307702,0.3733532,0.01977301,0.002643313,0.02677575,0.00711911,0.1231696,0.00793054,0.08386233,0.3388586,0.006077802],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1329974,0.2154975,0.5675946,0.002358988,0.01026779,0.004439431,0.0003301508,0.004860712,0.06165347],"genre_scores_gemma":[0.9644983,0.003758107,0.01043142,0.0001892471,0.005614474,0.0002007957,0.00004153302,0.0004302117,0.01483584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9004341,"threshold_uncertainty_score":0.9999478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542732484681393,"score_gpt":0.2655824821889897,"score_spread":0.2401551573421758,"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."}}