{"id":"W4312690903","doi":"10.1109/pn56061.2022.9908342","title":"Single-shot phosphorescence lifetime imaging thermometry for wide-field temperature sensing","year":2022,"lang":"en","type":"article","venue":"2022 Photonics North (PN)","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Photoluminescence; Phosphorescence; Single shot; Materials science; Temperature measurement; Optoelectronics; Field (mathematics); Optics; Fluorescence; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002171198,0.0002912323,0.0002755981,0.0000899408,0.0009102288,0.0001108213,0.0005134328,0.00008267755,0.002995005],"category_scores_gemma":[0.0001330849,0.0003310437,0.0002052169,0.0006228977,0.00005264322,0.00009970301,0.0002716887,0.0008253935,0.00001458998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002895067,"about_ca_system_score_gemma":0.0001814771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001285798,"about_ca_topic_score_gemma":0.00009236547,"domain_scores_codex":[0.9979817,0.00002864338,0.0003526985,0.0006686226,0.0004140657,0.000554323],"domain_scores_gemma":[0.9983802,0.0004132677,0.0001755315,0.0008004969,0.00008975528,0.0001406831],"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":[0.0002336336,0.0003212597,0.01151875,0.0001036267,0.0000993462,0.00004656791,0.000926855,0.0004640807,0.9642031,0.000218985,0.01824107,0.003622686],"study_design_scores_gemma":[0.0007380652,0.0000959364,0.0002773937,0.00002966801,0.00009902904,0.00006680036,0.0009349776,0.01429755,0.7988582,0.0004429746,0.1835062,0.0006532526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887413,0.001484012,0.000290538,0.00110495,0.0003175222,0.0004405948,0.0004858004,0.000282318,0.006852954],"genre_scores_gemma":[0.9931227,0.00005106586,0.001445759,0.002478297,0.0001330475,0.0002672657,0.0004407555,0.0000910675,0.001970038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.165345,"threshold_uncertainty_score":0.9999142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009664906872744764,"score_gpt":0.2390354105285345,"score_spread":0.2293705036557898,"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."}}