{"id":"W4393998115","doi":"10.1117/12.3030041","title":"Front Matter: Volume 12825","year":2024,"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":"National Cancer Institute; Helmholtz Zentrum München; Thayer School of Engineering, Dartmouth College; University of California, Irvine; School of Medicine, Stanford University; Universiteit Leiden; Leids Universitair Medisch Centrum; University of California, San Diego; Technische Universität München; Intuitive Surgical; University of Texas Health Science Center at Houston; Dartmouth College; Polytechnique Montréal; University of Washington","keywords":"Front (military); Volume (thermodynamics); Computer science; Geology; 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":[0.0003645437,0.001720653,0.0006643431,0.002193168,0.001349707,0.003865043,0.0008266073,0.002251283,0.8350311],"category_scores_gemma":[0.0004520708,0.0005443458,0.0005434811,0.001027259,0.001027874,0.001421832,0.001136782,0.001239026,0.6936591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110867,"about_ca_system_score_gemma":0.0008255891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335421,"about_ca_topic_score_gemma":0.00400554,"domain_scores_codex":[0.9996971,0.00001720911,0.000008836873,0.00009035489,0.0001262774,0.00006021149],"domain_scores_gemma":[0.9995782,0.00008694387,0.00002124493,0.00003562056,0.0001052988,0.0001726713],"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":[0.0001965274,0.000187609,0.0002723599,0.0002843743,0.00001631741,0.0001472585,0.00005945482,0.0003199924,0.005170941,0.01398212,0.7369948,0.2423683],"study_design_scores_gemma":[0.00001480743,0.00005704927,0.0004928091,0.0000799292,0.000005835452,0.00007358593,0.00003237983,0.0003436183,0.001000219,0.001795652,0.9960964,0.000007756129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001144863,0.0003559692,0.0006848453,0.0009106347,0.001964985,0.00005214537,0.0008212049,0.0003344455,0.9937311],"genre_scores_gemma":[0.001118875,0.0001953619,0.0001633593,0.0001351936,0.0002125853,0.00001163587,0.0002376583,0.00006286744,0.9978625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1649689,"threshold_uncertainty_score":0.2353081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047112121998059,"score_gpt":0.2550332166533942,"score_spread":0.2445620954334136,"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."}}