{"id":"W2076851388","doi":"10.1103/physreve.70.036607","title":"Lasing in a random amplifying medium: Spatiotemporal characteristics and nonadiabatic atomic dynamics","year":2004,"lang":"en","type":"article","venue":"Physical Review E","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lasing threshold; Laser linewidth; Physics; Excitation; Laser; Intensity (physics); Excited state; Atomic physics; Diffusion; Radiant intensity; Optics; Materials science; Light intensity; Radiation; Quantum mechanics","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":[0.0002766744,0.0002691669,0.0002442205,0.0003641809,0.000248761,0.0005958609,0.0004736269,0.0002916502,0.0003680708],"category_scores_gemma":[0.001582116,0.0001733994,0.0002118284,0.0003487676,0.0009055975,0.0009025193,0.0003711842,0.0003470499,0.00008765081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000506798,"about_ca_system_score_gemma":0.0002123833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307055,"about_ca_topic_score_gemma":0.0008029978,"domain_scores_codex":[0.9999005,0.00001779409,0.000004817276,0.00002508044,0.00002883747,0.00002306357],"domain_scores_gemma":[0.9990151,0.0005018512,0.0003091363,0.00006122332,0.00007264392,0.00003999119],"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":[0.0002698575,0.0001631298,0.01391526,0.000179213,0.0000784104,0.001546089,0.0008792372,0.3040126,0.5415908,0.124579,0.0002580765,0.0125284],"study_design_scores_gemma":[0.00002129673,0.00009098845,0.001382843,0.000004519165,0.000019569,0.0002363313,0.00004469062,0.9578264,0.03212801,0.007905512,0.0003192154,0.00002059991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517393,0.0001834147,0.04689585,0.0001025179,0.000005259715,0.00001710659,0.00002472979,0.0000565194,0.0009753971],"genre_scores_gemma":[0.9950473,0.0001312295,0.004347841,0.000008504157,0.000004534866,0.00001277152,0.00001416914,0.000007107657,0.0004265322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001307055,"threshold_uncertainty_score":0.00367713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022765714453867,"score_gpt":0.2685198932593835,"score_spread":0.2582922361148449,"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."}}