{"id":"W4361192496","doi":"10.1117/12.2676229","title":"Front Matter: Volume 12375","year":2023,"lang":"en","type":"paratext","venue":"","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institutes of Health; Università degli Studi dell'Aquila; Medizinische Universität Wien; International Collaboration on Repair Discoveries; Vanderbilt University; University of British Columbia; Universität Wien; University of Arizona; Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Front (military); Volume (thermodynamics); Computer science; Physics; Mechanical engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003846901,0.0002387538,0.0003948865,0.0001207903,0.00001999541,0.00003665464,0.0002455189,0.0006310312,0.1145991],"category_scores_gemma":[0.000003202138,0.0002104982,0.00008954843,0.00008803951,0.00002296849,0.00002334462,0.00006716751,0.000379388,0.8785947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000646846,"about_ca_system_score_gemma":0.000007634396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001950068,"about_ca_topic_score_gemma":0.00005176138,"domain_scores_codex":[0.9990709,0.000006764147,0.0002573702,0.0002164645,0.00009813186,0.000350346],"domain_scores_gemma":[0.9995171,0.00001649404,0.00001767212,0.0003695581,0.00001357846,0.00006563015],"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":[3.12232e-7,0.000002933135,0.00001127624,0.0002103636,0.00005297111,0.000006754585,0.000004877733,0.0007230088,0.00002600342,0.00005975461,0.9984176,0.000484145],"study_design_scores_gemma":[0.00005375195,0.00001208727,0.00006017348,0.00005555473,0.00001007387,0.000003689828,0.00001166435,0.00415476,0.00006266829,0.00002174413,0.9952866,0.0002672022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002491087,0.000772726,0.002888463,0.0002045361,0.005963309,0.0001703389,0.00009627872,0.0013044,0.9883509],"genre_scores_gemma":[0.003222552,0.0001540316,0.000195457,0.00005810981,0.0003961096,0.00006516864,0.0001091645,0.000127869,0.9956715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7639956,"threshold_uncertainty_score":0.8862103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007146502061805478,"score_gpt":0.2030175637662258,"score_spread":0.1958710617044203,"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."}}