{"id":"W2332228966","doi":"10.1117/12.890182","title":"Front Matter: Volume 7913","year":2011,"lang":"en","type":"paratext","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Photorefractive and Nonlinear Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Naval Research Laboratory; Office of Naval Research; Advanced Research Projects Agency; Universität Stuttgart; Technische Universität Berlin; University of California, San Diego; University of Toronto; University of Minnesota; University of Southern California","keywords":"Volume (thermodynamics); Front (military); Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003870438,0.0006806945,0.0008971734,0.00013634,0.0001111429,0.000160906,0.001557199,0.0003940646,0.002566014],"category_scores_gemma":[0.00006414783,0.0005828417,0.001417229,0.0001935502,0.0002805451,0.0005094169,0.0003428414,0.000868892,0.0005394646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001665355,"about_ca_system_score_gemma":0.00009705301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000084809,"about_ca_topic_score_gemma":9.647702e-8,"domain_scores_codex":[0.9970621,1.578201e-8,0.0009734612,0.0006337154,0.0007118777,0.0006187588],"domain_scores_gemma":[0.996655,0.00009911272,0.0009350257,0.0001155516,0.00200367,0.0001915872],"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":[0.00020356,0.000570586,0.00126452,0.001128818,0.003101782,1.140385e-7,0.0004156212,0.00002360651,0.1612598,0.1075276,0.7241767,0.0003272652],"study_design_scores_gemma":[0.0026785,0.0008070952,0.0008999792,0.001704254,0.001337322,0.00001285676,0.002369999,0.008759306,0.292311,0.003189836,0.6835095,0.002420366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.859073,0.000175728,0.00006419863,0.000472836,0.001010786,0.0006994037,0.0008440687,0.00003436401,0.1376256],"genre_scores_gemma":[0.2042554,0.001001836,0.3544745,0.001015571,0.02319938,0.002441433,0.001575237,0.001582064,0.4104545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6548176,"threshold_uncertainty_score":0.9996623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178535481964695,"score_gpt":0.2348592965643363,"score_spread":0.2230739417446893,"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."}}