{"id":"W4366203784","doi":"10.1117/12.2675522","title":"Front Matter: Volume 12435","year":2023,"lang":"en","type":"paratext","venue":"","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Chinese University of Hong Kong; Duquesne University; Institut national de la recherche scientifique; Iowa State University; Purdue University; Texas Instruments","keywords":"Volume (thermodynamics); Front (military); Computer science; Geology; Environmental science; Physics; Oceanography; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003583244,0.001684802,0.0006397429,0.002179381,0.001410272,0.003956056,0.0007110311,0.002326727,0.8167772],"category_scores_gemma":[0.0004927743,0.0005285383,0.0005632226,0.001030601,0.0009924604,0.001455846,0.001070317,0.001210891,0.6639007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122232,"about_ca_system_score_gemma":0.0008215385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152346,"about_ca_topic_score_gemma":0.00438596,"domain_scores_codex":[0.999694,0.00001667825,0.000009214271,0.00009710956,0.0001257595,0.00005729366],"domain_scores_gemma":[0.9995481,0.0001009388,0.0000222794,0.0000374219,0.0001189733,0.0001723277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001624999,0.0001689355,0.0003076447,0.0002676999,0.00001628727,0.0001439817,0.00006429286,0.0003140829,0.004820712,0.01550525,0.7219659,0.2562627],"study_design_scores_gemma":[0.00001152369,0.00005022949,0.0005371636,0.00007536027,0.000005859195,0.00008944466,0.0000298812,0.0003272112,0.0009049288,0.001774114,0.9961864,0.000007758598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001164807,0.0004226148,0.0006664503,0.001023805,0.002074074,0.00003941407,0.0006968873,0.0003520695,0.99356],"genre_scores_gemma":[0.001461072,0.0002422048,0.0001951862,0.0001647954,0.000249229,0.00001023453,0.0002463813,0.0000778978,0.9973531],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1832228,"threshold_uncertainty_score":0.2613451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609734847025339,"score_gpt":0.2621841365947926,"score_spread":0.2460867881245392,"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."}}