{"id":"W4377003347","doi":"10.1039/d3tc01319g","title":"Controlled phase-separation effect for enhanced optical refrigeration in yttrium-aluminosilicate glasses","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Chemistry C","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Polytechnique Montréal; Université Laval","funders":"","keywords":"Aluminosilicate; Materials science; Yttrium; Phase (matter); Refrigeration; Chemical engineering; Metallurgy; Thermodynamics; Oxide; Catalysis; Organic chemistry","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":[0.0009075988,0.0001474767,0.0005756951,0.0000441991,0.00004769432,0.0001233655,0.0001888947,0.00009480841,0.0001929709],"category_scores_gemma":[0.0003080266,0.0001081096,0.0001172875,0.00009442742,0.00004146642,0.0001128282,0.00004498941,0.00008457967,0.00001030846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003718082,"about_ca_system_score_gemma":0.00004822254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001708483,"about_ca_topic_score_gemma":4.209121e-8,"domain_scores_codex":[0.9986644,0.00004280095,0.0007891518,0.0001410188,0.000140713,0.0002218889],"domain_scores_gemma":[0.9990747,0.0002355686,0.0003777151,0.0001401812,0.0001321948,0.00003961465],"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":[0.002109368,0.00009331653,0.00001004673,0.00009513227,0.00004232454,0.000002251739,0.0000127177,0.000185949,0.9959379,0.000203014,0.0003767623,0.0009312328],"study_design_scores_gemma":[0.006755111,0.0002917675,0.00001106811,0.00007130438,0.00004069333,0.000001839874,0.00004133346,0.000299216,0.989782,0.002217087,0.0003763452,0.0001122175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963537,0.00001171163,0.002193892,0.0002604196,0.0003483572,0.0003368882,0.00002992835,0.00003898351,0.0004261459],"genre_scores_gemma":[0.9984236,0.00001165281,0.0005823943,0.000006871586,0.0006798217,0.00009960121,0.00004603773,0.00001501428,0.0001350194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006155868,"threshold_uncertainty_score":0.4408583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690905130044301,"score_gpt":0.3256863073143375,"score_spread":0.3087772560138945,"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."}}