{"id":"W4389104594","doi":"10.1109/tns.2023.3332830","title":"Protocols for Healing Radiation-Damaged Single-Photon Detectors Suitable for Space Environment","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Nuclear Science","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency; Ontario Research Foundation","keywords":"Annealing (glass); Physics; Optoelectronics; Photon; Optics; Detector; Laser; Radiation; Space environment; Materials science; Astronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002434617,0.0001176026,0.000118638,0.0001439127,0.0007972359,0.00009374019,0.0002322647,0.00003879328,0.00003054585],"category_scores_gemma":[0.00002087886,0.0001168544,0.00008091022,0.0004720102,0.0002536203,0.0002381152,0.000003627071,0.0001212852,0.00005007506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199553,"about_ca_system_score_gemma":0.0000329774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000141785,"about_ca_topic_score_gemma":0.000001222283,"domain_scores_codex":[0.9988837,0.000008788,0.0001439532,0.0003566306,0.0001858413,0.0004211313],"domain_scores_gemma":[0.9993514,0.0002053926,0.00005744506,0.000278111,0.00003547028,0.0000721538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001359589,0.000354587,0.00004463468,0.00003361414,0.00002739188,4.248253e-7,0.0004443073,0.3716994,0.3619128,0.003829408,0.0002273856,0.2612901],"study_design_scores_gemma":[0.0009322672,0.0006451208,0.00009159576,0.00004601729,0.0000214463,4.337345e-7,0.0006144867,0.2882216,0.6782703,0.003718191,0.0270726,0.0003659004],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1654292,6.102957e-7,0.8280448,0.0004132814,0.0001490699,0.005503039,0.0000419958,0.0003571764,0.00006084407],"genre_scores_gemma":[0.9482228,8.324413e-7,0.04966198,0.00002241612,0.00002680217,0.001756786,6.616249e-7,0.00002898981,0.0002787804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7827935,"threshold_uncertainty_score":0.6131775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321516589394132,"score_gpt":0.2902064964084384,"score_spread":0.2580548374690252,"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."}}