{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001270171,0.0007464824,0.0009010869,0.00103364,0.0008794034,0.001461152,0.002543596,0.001299058,0.006565393],"category_scores_gemma":[0.002522936,0.000560977,0.001142304,0.0008833682,0.0007184497,0.001505558,0.001610688,0.0008850642,0.002252921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007364731,"about_ca_system_score_gemma":0.001406723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002782479,"about_ca_topic_score_gemma":0.001950383,"domain_scores_codex":[0.9992834,0.0002087547,0.00003440865,0.0001116777,0.000291858,0.00006996141],"domain_scores_gemma":[0.9992207,0.000167382,0.00007697733,0.0002288286,0.0002685814,0.00003751797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007419856,0.00007966139,0.001447282,0.0002580856,0.00009611618,0.0003195158,0.0003151005,0.5359457,0.02330384,0.3482237,0.003096553,0.08684022],"study_design_scores_gemma":[0.000006160831,0.00001628506,0.0001661585,0.00001153061,0.00001582417,0.00006730833,0.00002625103,0.960952,0.00452979,0.02760182,0.006592525,0.00001429588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00258005,0.00002728466,0.9943719,0.00003894728,0.00002185762,0.00003588834,0.00004904583,0.0003301323,0.002544777],"genre_scores_gemma":[0.2648854,0.0003426211,0.717688,0.0001461518,0.00006595232,0.0004239427,0.0005189492,0.001429758,0.0144992],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006565393,"threshold_uncertainty_score":0.02196342,"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."}}