{"id":"W7117655405","doi":"10.1063/5.0288904","title":"Stimulated Brillouin scattering spectral profiles and gain coefficients for laser fusion optical drivers","year":2025,"lang":"en","type":"article","venue":"APL Photonics","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Brillouin scattering; Laser; Spectral line; Inertial confinement fusion; Brillouin zone; Coupling (piping); Ultraviolet; Raman scattering; Range (aeronautics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00005612451,0.0001254299,0.0001398922,0.00005717097,0.0001628382,0.00007896474,0.00007471875,0.00004193533,0.0001821699],"category_scores_gemma":[0.0000227779,0.0001203429,0.00006324196,0.0001067086,0.00005054672,0.00006670791,0.00007063683,0.0001028213,0.00002984126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003165161,"about_ca_system_score_gemma":0.00004619958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008582892,"about_ca_topic_score_gemma":0.000006866562,"domain_scores_codex":[0.9993081,0.000009272879,0.0001598293,0.0002256451,0.00006893711,0.0002281805],"domain_scores_gemma":[0.9994813,0.0002182782,0.00003854819,0.0001380771,0.0000608857,0.00006289831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001501669,0.005663196,0.323218,0.00086884,0.001734566,0.00005463475,0.001841829,0.1291891,0.1271155,0.2617429,0.07036978,0.07670007],"study_design_scores_gemma":[0.005196617,0.0003292614,0.007312724,0.0004511066,0.0002908722,0.00000367476,0.001088541,0.4282875,0.4832843,0.005232373,0.06774537,0.0007776777],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832234,0.000005229424,0.01148157,0.0001584406,0.0003272192,0.0003893057,0.0001050598,0.00003011104,0.00427964],"genre_scores_gemma":[0.9959561,0.000004951008,0.002716319,0.00009123416,0.00003467124,0.00003367847,0.00008732351,0.00001253378,0.001063172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561688,"threshold_uncertainty_score":0.4907442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624435373607007,"score_gpt":0.259394275620246,"score_spread":0.251769840246639,"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."}}