{"id":"W4409294987","doi":"10.1088/1742-6596/2991/1/012008","title":"A dynamic STC attenuation strategy based on environmental perception","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Attenuation; Environmental science; Computer science; Physics; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004152712,0.0008660664,0.0003114847,0.0008326866,0.0004132186,0.000754562,0.0007041087,0.0003652016,0.00147524],"category_scores_gemma":[0.001686942,0.0001768308,0.0001969331,0.000442706,0.0005222975,0.0006800463,0.0007208724,0.0004015995,0.0003399845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003683197,"about_ca_system_score_gemma":0.0005724945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002379832,"about_ca_topic_score_gemma":0.001528625,"domain_scores_codex":[0.9994778,0.00007045877,0.00002270784,0.000107025,0.0002285369,0.00009350371],"domain_scores_gemma":[0.9989814,0.0002222144,0.0001487104,0.00009829852,0.0004794012,0.00006983251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006615217,0.000471983,0.003294608,0.0001334042,0.00006400481,0.0002972034,0.000379908,0.3384849,0.2620881,0.009468166,0.001381087,0.383275],"study_design_scores_gemma":[0.00002907312,0.0005092707,0.00217774,0.00001767241,0.00004340566,0.0001494852,0.00007420627,0.9488195,0.04478463,0.001795789,0.001566642,0.00003259956],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2096035,0.0002502649,0.7782416,0.0001364917,0.00005037563,0.00009176329,0.00002375488,0.0009008421,0.0107014],"genre_scores_gemma":[0.9657923,0.00005049,0.03292193,0.00005022385,0.00001642359,0.00002631392,0.00002666702,0.00003373034,0.001082057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002379832,"threshold_uncertainty_score":0.004935205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322288338658022,"score_gpt":0.257151624525236,"score_spread":0.2439287411386558,"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."}}