{"id":"W4401005954","doi":"10.1093/mam/ozae044.555","title":"Investigating Pulsed Laser Annealing of Hafnia-Zirconia Using a Dynamic Transmission Electron Microscope","year":2024,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Ferroelectric and Negative Capacitance Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Hafnia; Materials science; Transmission electron microscopy; Cubic zirconia; Annealing (glass); Electron microscope; Laser; Electron; Conventional transmission electron microscope; Optics; Optoelectronics; Scanning transmission electron microscopy; Nanotechnology; Composite material; Physics; Ceramic","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"],"consensus_categories":[],"category_scores_codex":[0.0002343029,0.0003108828,0.000474441,0.0003819497,0.0001404659,0.0001230592,0.0001362339,0.0001423825,0.00004116289],"category_scores_gemma":[0.00001262404,0.0002974262,0.0001727024,0.001068066,0.000138867,0.0002515387,0.00001738859,0.0003037065,0.000006303677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182239,"about_ca_system_score_gemma":0.00005702587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007016437,"about_ca_topic_score_gemma":0.00002805366,"domain_scores_codex":[0.9985364,0.00005091462,0.0004677273,0.0003932821,0.0001221136,0.0004295486],"domain_scores_gemma":[0.99952,0.00008192468,0.00005965973,0.0001730252,0.00005774292,0.0001076518],"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":[0.000008732343,0.000008860733,0.0002446682,0.000599776,0.0002852755,0.000005026203,0.0008597585,0.001505911,0.99165,0.000008467935,0.00009117426,0.004732386],"study_design_scores_gemma":[0.0001768107,0.00003131051,0.00007735316,0.0004482615,0.0003241812,0.00001565739,0.0001167159,0.2008327,0.7968279,0.0001004424,0.0007865559,0.0002621724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9213971,0.04131523,0.0367221,0.00003940405,0.00009544543,0.0001282892,0.00004049795,0.0001612127,0.0001007231],"genre_scores_gemma":[0.9897357,0.001418072,0.008528857,0.00004671291,0.00002894922,0.000006300002,0.00003372966,0.00006158098,0.0001401408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1993268,"threshold_uncertainty_score":0.9999478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008487114578829594,"score_gpt":0.2573715061740492,"score_spread":0.2488843915952197,"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."}}