{"id":"W2496745987","doi":"10.1039/c6cp01966h","title":"Saturation dynamics and working limits of saturated absorption cavity ringdown spectroscopy","year":2016,"lang":"en","type":"article","venue":"Physical Chemistry Chemical Physics","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University; Deutsche Forschungsgemeinschaft","keywords":"Saturation (graph theory); Spectroscopy; Absorption (acoustics); Dynamics (music); Absorption spectroscopy; Materials science; Chemistry; Analytical Chemistry (journal); Optics; Physics; Chromatography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003877391,0.0002993155,0.0003548357,0.000008413256,0.00007438462,0.00003021376,0.0002247581,0.0001733182,0.000082665],"category_scores_gemma":[0.00006483902,0.0002459666,0.0001343368,0.0002133256,0.000288617,0.0001471631,0.00008093844,0.0003232516,0.00001130955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002371284,"about_ca_system_score_gemma":0.00003890587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001108792,"about_ca_topic_score_gemma":0.000001051989,"domain_scores_codex":[0.9985523,0.000007769875,0.0002956028,0.0005212077,0.0002795387,0.0003435763],"domain_scores_gemma":[0.9988512,0.0002158409,0.0002249881,0.0004544686,0.0000941308,0.0001593662],"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":[0.00007762676,0.0002646375,0.0004485799,0.0001433695,0.00003650148,5.713534e-7,0.00006061967,0.000005329116,0.9924359,0.002266384,0.00005679771,0.004203698],"study_design_scores_gemma":[0.0005066691,0.00000863171,0.0001400381,0.0001208208,0.00006019487,0.000003181027,0.00002246692,0.004704074,0.9851182,0.008950775,0.00006554822,0.0002994436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900589,0.00002209119,0.00207202,0.0002346758,0.00001578623,0.00006761654,0.00007915036,0.0001455003,0.007304249],"genre_scores_gemma":[0.9985497,0.00002456124,0.0003017865,0.00001612878,0.0007000529,0.0000327275,0.0001555963,0.00003652379,0.0001829164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008490795,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229957036104924,"score_gpt":0.2546385587864793,"score_spread":0.2423389884254301,"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."}}