{"id":"W7117481816","doi":"10.3917/riges.504.0111","title":"Ultimes vibrations","year":2025,"lang":"","type":"article","venue":"Gestion","topic":"Quasicrystal Structures and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001967807,0.0001382899,0.0001408391,0.00007219808,0.000421967,0.00029174,0.0001627792,0.0001461193,0.002437701],"category_scores_gemma":[0.00015636,0.0001180984,0.000051369,0.0002340404,0.0001332583,0.0002491571,0.00008030982,0.0001122352,0.0002962897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005565859,"about_ca_system_score_gemma":0.0001174742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002196649,"about_ca_topic_score_gemma":0.00003444347,"domain_scores_codex":[0.9989913,0.0001193142,0.0002571664,0.0002709549,0.0001366602,0.0002245941],"domain_scores_gemma":[0.9995164,0.00005816515,0.00006498099,0.0002382476,0.0000784634,0.00004380474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001199908,0.00005790791,0.0005905225,0.0001929271,0.00002254183,0.000002411309,0.0007992256,0.001386537,0.8585179,0.04975374,0.01422741,0.07432891],"study_design_scores_gemma":[0.0007151779,0.0002521482,0.05244219,0.0007412522,0.0001702607,0.00001092123,0.000434273,0.007143236,0.6152356,0.0420455,0.2802397,0.0005697686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879265,0.007348502,0.01729525,0.05182974,0.008657306,0.0007636233,0.0001003446,0.0002500228,0.03449022],"genre_scores_gemma":[0.9826611,0.0001650266,0.00108118,0.0003265885,0.000134845,0.00001291967,0.000009653766,0.000006126054,0.01560254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2660123,"threshold_uncertainty_score":0.9984742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133637444963802,"score_gpt":0.2431259772357687,"score_spread":0.2317896027861307,"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."}}