{"id":"W4394749346","doi":"10.1103/physrevapplied.21.044023","title":"Transient response of a gain-driven polariton","year":2024,"lang":"en","type":"article","venue":"Physical Review Applied","topic":"Strong Light-Matter Interactions","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polariton; Transient (computer programming); Microwave; Ultrashort pulse; Maser; Physics; Transient response; Amplifier; Computer science; Optoelectronics; Optics; Laser; Quantum mechanics; Electrical engineering; Engineering","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":[0.0001381379,0.0001443901,0.0001314926,0.0001539065,0.0001716926,0.0003485429,0.000298825,0.0003104338,0.00204443],"category_scores_gemma":[0.0004878404,0.0001138155,0.0001123034,0.0001568712,0.0004107651,0.0003162002,0.0003053347,0.0006999723,0.0002818112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003592187,"about_ca_system_score_gemma":0.0001543158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003285971,"about_ca_topic_score_gemma":0.0002017049,"domain_scores_codex":[0.9999036,0.000008043238,0.000002350928,0.00003011436,0.0000362178,0.00001971051],"domain_scores_gemma":[0.9997672,0.0001208939,0.00003460419,0.00001692105,0.00003037664,0.00003003595],"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":[0.0001867668,0.00008084348,0.0005452633,0.00003697792,0.00001234746,0.0002069202,0.0002048488,0.0009924946,0.9903491,0.002580242,0.0003320885,0.004472016],"study_design_scores_gemma":[0.00005139822,0.0005325325,0.004628241,0.00001463043,0.00001175592,0.0003079514,0.0001622648,0.06908133,0.9198517,0.002205736,0.00311743,0.00003502157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863153,0.0001509617,0.00866701,0.0002391085,0.00006498821,0.00002216915,0.00008895331,0.0001613373,0.004290139],"genre_scores_gemma":[0.9967006,0.00006018194,0.001132455,0.00005346295,0.000008613782,0.00001154457,0.00004567842,0.00001335938,0.001974182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00204443,"threshold_uncertainty_score":0.006839335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135266235739181,"score_gpt":0.3202608357639894,"score_spread":0.3067342121900713,"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."}}