{"id":"W4367725175","doi":"10.2139/ssrn.4435598","title":"Elucidation of the Crystallization Behavior and the Thermodynamics Property of Cuo/Bi12sio20@ Sio2-B2o3-Bi203-Cuo Glass-Ceramics","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Crystallization; Materials science; Ceramic; Thermodynamics; Property (philosophy); Mineralogy; Composite material; Physics; Chemistry; Philosophy","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":[0.00246615,0.0002584548,0.0003974024,0.00007215657,0.0003886825,0.0001403033,0.0009796158,0.0002216228,0.00002728152],"category_scores_gemma":[0.0001501755,0.000120187,0.0002039007,0.0002135463,0.0004672233,0.0001236902,0.0006740636,0.001482187,0.000005267514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004074105,"about_ca_system_score_gemma":0.001681021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006056411,"about_ca_topic_score_gemma":0.001171542,"domain_scores_codex":[0.9972213,0.0002930611,0.0007712336,0.0003462486,0.0005570326,0.000811148],"domain_scores_gemma":[0.9977046,0.00008420155,0.001110601,0.0006624932,0.0003965427,0.00004154369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005529441,0.0005226082,0.002163295,0.0004295621,0.0003234249,0.000001033593,0.002704683,0.01817746,0.693346,0.2640605,0.0002228215,0.0174956],"study_design_scores_gemma":[0.006513522,0.0007931009,0.02019106,0.001466889,0.00231629,0.0004425063,0.00888151,0.1245636,0.05567962,0.775108,0.002211862,0.00183194],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983193,0.000766508,0.01199604,0.00201383,0.0004926007,0.001238888,0.00006620393,0.00004064967,0.000192281],"genre_scores_gemma":[0.9935592,0.004577549,0.0001549603,0.00003254037,0.0001344549,0.0001188071,0.00002373396,0.0000522038,0.001346534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6376664,"threshold_uncertainty_score":0.6439448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574629442496188,"score_gpt":0.2418881979872201,"score_spread":0.2261419035622582,"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."}}