{"id":"W4391262987","doi":"10.1364/opticaq.504834","title":"Gain-compensated metal cavity modes and a million-fold improvement of Purcell factors","year":2024,"lang":"en","type":"article","venue":"Optica Quantum","topic":"Plasmonic and Surface Plasmon Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University; Canada Foundation for Innovation; Alexander von Humboldt-Stiftung","keywords":"Purcell effect; Plasmon; Physics; Radiative transfer; Lossy compression; Mode volume; Quality (philosophy); Mode (computer interface); Optics; Spontaneous emission; Quantum mechanics; Mathematics; Statistics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538209,0.0005042456,0.0002149707,0.0001448752,0.0002466485,0.0005405961,0.0003802229,0.0003834234,0.002008601],"category_scores_gemma":[0.000817611,0.0002137228,0.0002551122,0.0001552582,0.0005050686,0.0005656945,0.0004522011,0.0005099926,0.0003620949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000413831,"about_ca_system_score_gemma":0.0003495665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004655788,"about_ca_topic_score_gemma":0.0006805368,"domain_scores_codex":[0.9998635,0.00002097715,0.000004546224,0.00002389564,0.00005796901,0.00002918358],"domain_scores_gemma":[0.999761,0.00008487822,0.00004766402,0.00005098046,0.00003538187,0.0000200796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001637198,0.00007441024,0.001245746,0.0001733639,0.00003401983,0.0001732699,0.0001790666,0.07978992,0.8197722,0.0800356,0.0007136442,0.01764509],"study_design_scores_gemma":[0.0000531356,0.0003577929,0.002123546,0.00003701812,0.0000435155,0.0004440308,0.0000778325,0.3705947,0.6016622,0.0155734,0.008968386,0.00006436229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8105526,0.001281616,0.1571772,0.0003709244,0.00007299944,0.00004437249,0.000114434,0.0007429962,0.02964308],"genre_scores_gemma":[0.9585158,0.0003297464,0.0385092,0.00002491007,0.000008780809,0.00003203297,0.00003541769,0.0000544602,0.002489613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002008601,"threshold_uncertainty_score":0.00671941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781040693902583,"score_gpt":0.2406622602502825,"score_spread":0.2228518533112566,"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."}}