{"id":"W4317829742","doi":"","title":"Étude du Bruit Relatif d'un Laser Multifréquence","year":2003,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Materials 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004346968,0.0007192709,0.0005969272,0.0001747432,0.0006451354,0.0004906188,0.00173351,0.0006732272,0.001299616],"category_scores_gemma":[0.001135338,0.0008553474,0.0003770416,0.0007337467,0.0003849701,0.0002840159,0.0007611235,0.00137035,0.001296571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003961162,"about_ca_system_score_gemma":0.0002442046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002564381,"about_ca_topic_score_gemma":0.001612721,"domain_scores_codex":[0.9924011,0.004160612,0.0009831943,0.001178716,0.0005316631,0.0007447763],"domain_scores_gemma":[0.9922585,0.001888229,0.0004439557,0.003324435,0.001612901,0.000471982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001713563,0.002255235,0.007954266,0.0007404613,0.0006245796,0.00004778733,0.02106414,0.01423155,0.03245772,0.8214644,0.02285325,0.07628944],"study_design_scores_gemma":[0.002271516,9.527154e-7,0.03637105,0.004361014,0.0004196416,0.0001118185,0.0002165957,0.1671044,0.4192745,0.02561641,0.3413559,0.002896205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1621144,0.003327596,0.6685098,0.03299965,0.0009564951,0.001604247,0.000330172,0.001103494,0.1290542],"genre_scores_gemma":[0.7002338,0.003384756,0.2448446,0.0002267623,0.00007909451,0.0004084929,0.0006979641,0.000199212,0.04992539],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.795848,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205263202201007,"score_gpt":0.2035558625241057,"score_spread":0.1915032305020957,"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."}}