{"id":"W7030316138","doi":"","title":"Methodology of generic modeling as applied to energy coupling of COZ laser material interaction","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Geophysics and Sensor Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coupling (piping); Laser; Energy (signal processing); Finite element method; Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00005982925,0.00007642611,0.0002029142,0.000100644,0.000009779595,0.000002823918,0.00008318864,0.00008099972,0.00009628363],"category_scores_gemma":[0.000008389145,0.00008242518,0.00002858188,0.00009158497,0.00001138368,0.00002168778,0.00002800242,0.00005439216,0.00001055848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001914753,"about_ca_system_score_gemma":0.000004276625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003747853,"about_ca_topic_score_gemma":0.00001071245,"domain_scores_codex":[0.9995105,0.000004963499,0.0002056071,0.00009715354,0.0000563522,0.0001254396],"domain_scores_gemma":[0.9997547,0.0000243168,0.00003116827,0.0001363602,0.0000310113,0.000022435],"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":[0.00001524708,0.000005786917,6.933625e-7,0.000008220706,0.00001057936,1.841316e-7,0.00004084001,0.4616781,0.5298215,0.003280911,0.00002310615,0.005114808],"study_design_scores_gemma":[0.00006852283,0.00001765812,0.00000167688,0.000003373596,0.000005837291,0.000001406929,0.00003568018,0.420635,0.5770378,0.001804231,0.0003429566,0.00004589676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202836,0.000005502909,0.07696503,0.00003773169,0.0002007715,0.00003559964,0.000003612073,0.00007053951,0.002397626],"genre_scores_gemma":[0.9726598,0.00001428451,0.02715759,0.000027155,0.00009281316,0.00000959002,0.000004912838,0.00001788128,0.00001596103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05237623,"threshold_uncertainty_score":0.3361201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931770264959864,"score_gpt":0.2456679248566291,"score_spread":0.2163502222070304,"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."}}