{"id":"W4408396808","doi":"10.2139/ssrn.5177717","title":"Processing of Er3+-Doped Germano-Gallate Glasses with Ultra-Low Hydroxyl Groups for Infrared Applications","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pigment Synthesis and Properties","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Gallate; Doping; Infrared; Materials science; Chemistry; Optoelectronics; Optics; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001090878,0.0003168716,0.0002305795,0.0001780683,0.0002466607,0.000423683,0.0002089357,0.0003349996,0.001044608],"category_scores_gemma":[0.0001083698,0.0001757459,0.0002517668,0.0001988448,0.0001968133,0.0002976683,0.0002934042,0.0003112217,0.000445489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003533123,"about_ca_system_score_gemma":0.0003527879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001085681,"about_ca_topic_score_gemma":0.00269075,"domain_scores_codex":[0.9999112,0.00000500223,0.00000427033,0.00002231507,0.00002735,0.00002985215],"domain_scores_gemma":[0.9999558,0.000006300836,0.00001194633,0.000006510929,0.00001110652,0.000008370073],"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":[0.00004465357,0.000004319377,0.00005446285,0.00003739608,0.000003069271,0.00002416825,0.00002293381,0.00008632182,0.9988949,0.0000917182,0.00006611628,0.0006699578],"study_design_scores_gemma":[0.00000674611,0.0000595761,0.0005731446,0.000002992523,0.000007750735,0.00002741074,0.00001963343,0.0003528885,0.9976579,0.00003181977,0.00125549,0.00000457542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936194,0.0006267965,0.002668395,0.0001057023,0.00005350286,0.00002632563,0.0002124852,0.00009888114,0.002588486],"genre_scores_gemma":[0.9908528,0.0003794213,0.003723626,0.00004270693,0.0000115843,0.00002029695,0.0002630063,0.00006548673,0.004641141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001085681,"threshold_uncertainty_score":0.003494561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009621084054407354,"score_gpt":0.2407573843755576,"score_spread":0.2311363003211503,"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."}}