{"id":"W4250713981","doi":"10.1364/ao.57.0aita1","title":"Advanced Infrared Technology and Applications: introduction","year":2018,"lang":"en","type":"article","venue":"Applied Optics","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optics; Infrared; Computer science; Telecommunications; Library science; Engineering physics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003599131,0.00009112058,0.0001161493,0.0001385946,0.00005566048,0.00001224667,0.00008886158,0.0001684713,0.00001515036],"category_scores_gemma":[0.000008643012,0.00009272509,0.000007592622,0.0003977888,0.0001790812,0.00003227965,0.0000385648,0.0001227501,0.000110432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001916381,"about_ca_system_score_gemma":0.000002991318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.19722e-7,"about_ca_topic_score_gemma":0.000001251371,"domain_scores_codex":[0.9994875,0.000001305376,0.0001408641,0.0001598687,0.0000433605,0.0001670633],"domain_scores_gemma":[0.9996418,0.00001025678,0.00001680135,0.0002653575,0.00003298455,0.00003276168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004522505,0.000013482,0.00003921352,0.00003805543,0.0000213684,3.598602e-7,0.00002500584,0.0001721959,0.03165779,0.8390821,0.0006763746,0.1282696],"study_design_scores_gemma":[0.0005878413,0.0001267619,0.0001488704,0.00000846297,0.00002664774,0.00002972247,0.0003691956,0.006386635,0.05865169,0.07675995,0.8565128,0.0003913836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5231709,0.001232127,0.2937239,0.001665794,0.0009051025,0.002061562,0.00001344326,0.006413491,0.1708136],"genre_scores_gemma":[0.9776883,0.00006890563,0.02129345,0.00002664672,0.0005134701,0.0002337848,0.000004826306,0.00002375499,0.0001469217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8558365,"threshold_uncertainty_score":0.378122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002659051129447663,"score_gpt":0.1863450257322012,"score_spread":0.1836859746027535,"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."}}