{"id":"W4408877295","doi":"10.1016/j.optmat.2025.116985","title":"Overview of laser imprinted refractive index changes and related thermal stability in mid-infrared optical glasses","year":2025,"lang":"en","type":"article","venue":"Optical Materials","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Agence Nationale de la Recherche","keywords":"Refractive index; Infrared; Materials science; Thermal stability; Laser; Optics; Mid infrared; Optoelectronics; Chemistry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004176558,0.0002011168,0.0004918518,0.0001106595,0.00002009754,0.00007474243,0.0001484145,0.0002467542,0.0003052005],"category_scores_gemma":[0.0002903487,0.0001784407,0.00002343351,0.0002065597,0.000154484,0.0001584247,0.000170492,0.0001291308,0.000004547119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008056474,"about_ca_system_score_gemma":0.0000301067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003758915,"about_ca_topic_score_gemma":0.00001028076,"domain_scores_codex":[0.9988209,0.00008418674,0.0004724232,0.0002470864,0.0001143456,0.000261046],"domain_scores_gemma":[0.9994094,0.0001589461,0.00004958441,0.0002634431,0.00006370604,0.00005491982],"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":[0.0001527534,0.00005964908,0.0003184738,0.0008806904,0.00003617788,0.000008126559,0.00009472019,0.000009753884,0.9963039,0.001152917,0.00001747342,0.0009653349],"study_design_scores_gemma":[0.0003931336,0.0000467205,0.01838968,0.0003681911,0.00002251173,0.000001992297,0.00003189728,0.00009260038,0.9760074,0.004424231,0.00006326954,0.0001583749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946624,0.0001383201,0.0001125746,0.0001763083,0.0002806754,0.0002879704,0.00003099168,0.0002937158,0.004017042],"genre_scores_gemma":[0.9982381,0.0001076763,0.001496568,0.0000274882,0.00001794885,0.00005133962,0.000009347874,0.00002560336,0.00002588044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02029653,"threshold_uncertainty_score":0.7276602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01780918900963748,"score_gpt":0.2740661799626638,"score_spread":0.2562569909530263,"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."}}