{"id":"W2369566401","doi":"","title":"Preparation and Characterization of Er~(3+)-Yb~(3+) Co-doped Li_2O-ZnO-SiO_2 Transparent Glass-Ceramics","year":2010,"lang":"en","type":"article","venue":"","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Crystallization; Materials science; Transmittance; Analytical Chemistry (journal); Doping; Ceramic; Crystal (programming language); Sol-gel; Mineralogy; Phase (matter); Chemical engineering; Composite material; Optoelectronics; Nanotechnology; Chemistry; Chromatography","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":[0.0001680101,0.0001050441,0.0001479916,0.00003297227,0.0001093446,0.00007514239,0.0001290554,0.00007630738,0.0005570938],"category_scores_gemma":[0.00001375995,0.00008356444,0.00002570339,0.00007648816,0.00009864241,0.0002500634,0.00002361388,0.00007215081,0.00005480615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008885234,"about_ca_system_score_gemma":0.00003434722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006453015,"about_ca_topic_score_gemma":0.00009939909,"domain_scores_codex":[0.9991412,0.00002172957,0.0002970019,0.0002384405,0.0001565159,0.000145128],"domain_scores_gemma":[0.9994473,0.0000200435,0.0001167116,0.0002517788,0.00009883506,0.00006533955],"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":[0.0000272584,0.00006480586,0.0004976327,0.00002172418,0.000002265965,8.729706e-8,0.0003235627,0.00000719899,0.9928059,0.005185676,0.00005667127,0.00100719],"study_design_scores_gemma":[0.0002420214,0.00007497954,0.01289325,0.00000831498,0.00001377995,0.000003654012,0.0000393159,0.003621098,0.9737298,0.0001264099,0.009124901,0.0001224628],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928164,0.000006062207,0.003835597,0.0004138981,0.0001629225,0.0003395182,0.0000532515,0.00006636174,0.002305945],"genre_scores_gemma":[0.9978096,0.00003661502,0.001271748,0.00008817986,0.00006120488,0.00005220186,0.00007924192,0.00001132186,0.0005898585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907611,"threshold_uncertainty_score":0.6099786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208622485774713,"score_gpt":0.2786208037747926,"score_spread":0.2577585551973213,"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."}}