{"id":"W7051583337","doi":"","title":"Optical coatings for conventional and unusual applications and computer methods for their design and manufacture","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coating; Optical coating; Computer Aided Design; Welding","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":[0.000154834,0.00007403793,0.00008821463,0.00001925635,0.0000879147,0.00003565381,0.00002564983,0.00004774589,0.000003068111],"category_scores_gemma":[0.00002338911,0.00006854255,0.00001470006,0.00002277878,0.00004422583,0.00002278194,0.000008946929,0.00004120228,3.780833e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005058358,"about_ca_system_score_gemma":0.000005782265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.543583e-8,"about_ca_topic_score_gemma":1.831154e-7,"domain_scores_codex":[0.9996639,0.000009841751,0.00008461792,0.000121875,0.00002011207,0.00009959885],"domain_scores_gemma":[0.9987988,0.0010528,0.00001175393,0.00005243099,0.00002388114,0.00006034852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007765143,0.00003992697,0.00004585007,0.0001500951,0.00005160255,1.03757e-7,0.0001081261,0.001115524,0.03002004,0.8453241,0.00442992,0.1187069],"study_design_scores_gemma":[0.0009124042,0.00006666547,0.0004809905,0.00001263956,0.00005231483,0.00002456294,0.00003154829,0.5264956,0.09319738,0.225761,0.1527371,0.0002278218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0124052,0.00007281917,0.9863011,0.0001864535,0.00001921325,0.0006496435,0.00005558662,0.00003274238,0.0002772609],"genre_scores_gemma":[0.1585596,0.00003814937,0.8406208,0.00005669248,0.00003085451,0.0006479278,0.00001919075,0.00001198404,0.00001488859],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6195632,"threshold_uncertainty_score":0.2795084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206061882281466,"score_gpt":0.2843755755707231,"score_spread":0.2623149567479084,"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."}}