{"id":"W4361206210","doi":"10.1117/12.2676442","title":"Front Matter: Volume 12376","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":"Thayer School of Engineering, Dartmouth College; Università degli Studi dell'Aquila; Medizinische Universität Wien; National Institutes of Health; Keio University; University of Birmingham; Intuitive Surgical; Emory University; University of Rochester; Carnegie Mellon University; University College London; York University; Dartmouth College; Lawson Health Research Institute; Universität Wien; University of Arizona; University of Notre Dame; Vanderbilt University","keywords":"Front (military); Volume (thermodynamics); Computer science; Physics; Meteorology","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":[0.00003751478,0.0002387091,0.000394468,0.0001208509,0.00001998383,0.0000366846,0.0002456565,0.0006308404,0.1151124],"category_scores_gemma":[0.0000030577,0.0002104451,0.00008949979,0.000088055,0.00002335418,0.00002334167,0.00006723627,0.0003795234,0.8795449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006526434,"about_ca_system_score_gemma":0.000007486969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967191,"about_ca_topic_score_gemma":0.00005194247,"domain_scores_codex":[0.9990715,0.0000066293,0.0002572662,0.0002163889,0.00009809235,0.0003501711],"domain_scores_gemma":[0.9995185,0.00001613923,0.00001772919,0.0003695839,0.00001357809,0.00006446147],"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":[3.098942e-7,0.000002928069,0.00001084626,0.0002120194,0.0000525604,0.000006722289,0.000005078915,0.0006978887,0.00002682037,0.00005982685,0.9984228,0.0005022133],"study_design_scores_gemma":[0.00005414319,0.00001216813,0.00006193712,0.00005594323,0.000009971252,0.00000389528,0.00001192615,0.00421367,0.00006280849,0.00002314903,0.9952224,0.0002679847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002593413,0.0007716392,0.002824947,0.0002062986,0.006178578,0.000170748,0.00009441779,0.001309549,0.9881845],"genre_scores_gemma":[0.003229372,0.0001529261,0.0001952715,0.00005814944,0.0003954259,0.00006518655,0.000108086,0.0001279997,0.9956676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7644325,"threshold_uncertainty_score":0.8856965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007118305713335939,"score_gpt":0.2028192084190747,"score_spread":0.1957009027057387,"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."}}