{"id":"W4391956031","doi":"10.1002/lpor.202300500","title":"Inverse Design of Photonic Systems","year":2024,"lang":"en","type":"article","venue":"Laser & Photonics Review","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association","keywords":"Photonics; Computer science; Network topology; Waveform; Inverse; Component (thermodynamics); Nanophotonics; Inverse problem; Electronic engineering; Design tool; Computer engineering; Engineering; Mathematics; Telecommunications; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000481111,0.0002343273,0.0005399866,0.00006743429,0.00002033508,0.00004544146,0.0002672331,0.0000934028,0.0003468514],"category_scores_gemma":[0.00002936811,0.0001945776,0.0001755228,0.0004868346,0.00004488172,0.0001511023,0.00003767222,0.000249513,0.0005653479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008884387,"about_ca_system_score_gemma":0.00008886355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002192731,"about_ca_topic_score_gemma":0.000005107581,"domain_scores_codex":[0.9986544,0.00005751281,0.0005066781,0.0002401048,0.0002374104,0.0003038734],"domain_scores_gemma":[0.9992211,0.0001574089,0.00003466566,0.0004205901,0.0000434118,0.0001228168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005115094,0.0003253092,0.00002183187,0.4898861,0.0025941,0.0008949697,0.0007278433,0.1926797,0.03268927,0.04641257,0.2071666,0.02655051],"study_design_scores_gemma":[0.00008714436,0.00002907887,0.000001064967,0.008403359,0.000165122,0.00002444425,0.000007752898,0.5648168,0.006018065,0.00009480168,0.4201391,0.0002132887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002363372,0.9670264,0.002685902,0.00006181006,0.001208271,0.001190435,0.00004679414,0.0006282151,0.02478884],"genre_scores_gemma":[0.1958805,0.8003484,0.002075797,0.0004174901,0.00004286977,0.0003029661,0.00002308609,0.0001230766,0.0007857982],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4814827,"threshold_uncertainty_score":0.7934642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02414633063169232,"score_gpt":0.2506390403259664,"score_spread":0.2264927096942741,"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."}}