{"id":"W4412654559","doi":"10.1002/smtd.202501088","title":"Low Noise and Drift Reconfigurable Solution‐Processed Chalcogenide Phase Change Metasurfaces","year":2025,"lang":"en","type":"article","venue":"Small Methods","topic":"Phase-change materials and chalcogenides","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Chalcogenide; Noise (video); Phase (matter); Materials science; Phase noise; Phase change; Optoelectronics; Optics; Electronic engineering; Computer science; Physics; Engineering physics; Engineering; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002690188,0.000337778,0.0005902654,0.0001497877,0.0003363017,0.0002856018,0.0003706707,0.0001709752,0.0007101454],"category_scores_gemma":[0.000305879,0.0002997292,0.00009598569,0.0003370731,0.0001753933,0.0003946682,0.0001344528,0.0001116106,0.00006117625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000387834,"about_ca_system_score_gemma":0.00008243282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002030302,"about_ca_topic_score_gemma":0.00008141519,"domain_scores_codex":[0.997517,0.0005729597,0.0004709689,0.0006785559,0.0001582292,0.000602235],"domain_scores_gemma":[0.9987578,0.000270903,0.0002024272,0.0004465267,0.0001498568,0.0001725088],"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":[0.0001112067,0.0001451098,0.00002830067,0.000282184,0.00003435112,0.000008706828,0.0004050999,0.000001889436,0.9673899,0.0005086568,0.0001713557,0.03091318],"study_design_scores_gemma":[0.001192908,0.0001062653,0.0001383384,0.0001276026,0.0001241139,0.00001186266,0.0001638456,0.0005869012,0.985246,0.003419181,0.008562595,0.0003203646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670181,0.005504184,0.02125603,0.001064046,0.001639569,0.0005923669,0.0001105811,0.0002463585,0.002568823],"genre_scores_gemma":[0.8028306,0.0007463688,0.1928857,0.001323195,0.0002924975,0.0004620134,0.00002781203,0.0000517656,0.00138005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716296,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09922302962560406,"score_gpt":0.3849238014796358,"score_spread":0.2857007718540318,"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."}}