{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005376634,0.001638982,0.0006960824,0.002082141,0.001711834,0.005766395,0.0008281234,0.003152311,0.897706],"category_scores_gemma":[0.001049961,0.0005126562,0.000481661,0.001220557,0.001341919,0.001929217,0.001437384,0.001628704,0.8353776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119634,"about_ca_system_score_gemma":0.001295797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001808589,"about_ca_topic_score_gemma":0.004029669,"domain_scores_codex":[0.9995655,0.00003982638,0.00001843017,0.0001270591,0.0001726651,0.00007649264],"domain_scores_gemma":[0.9987658,0.0002737141,0.00005234812,0.00008193439,0.0003127759,0.0005134015],"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":[0.0001064303,0.0001003627,0.0002769846,0.0001776069,0.000007683122,0.0001064609,0.000047978,0.0001990312,0.0009481998,0.005657758,0.8420113,0.1503602],"study_design_scores_gemma":[0.00001526629,0.00004172382,0.0005011765,0.0001040433,0.000003807527,0.00007564949,0.00004691369,0.0001898983,0.0003138747,0.001299858,0.997402,0.000005840627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006374514,0.0003209497,0.0003625568,0.0014669,0.002588453,0.00003891327,0.0008175126,0.0003888907,0.9933785],"genre_scores_gemma":[0.0008419571,0.0001598642,0.00008057155,0.0002172874,0.0003174192,0.000009249417,0.0001809078,0.00007718812,0.9981155],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.102294,"threshold_uncertainty_score":0.14591,"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."}}