{"id":"W4392090708","doi":"10.3390/ceramics7010015","title":"Temperature-Dependent Elastic Properties of B4C from First-Principles Calculations and Phonon Modeling","year":2024,"lang":"en","type":"article","venue":"Ceramics","topic":"Boron and Carbon Nanomaterials Research","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada","keywords":"Phonon; Materials science; Condensed matter physics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001873382,0.000104948,0.0001602311,0.00005779266,0.00009014103,0.0002704233,0.0001278578,0.00008357301,0.0001476161],"category_scores_gemma":[0.00004940839,0.00008153127,0.00002999187,0.00007530554,0.00007824151,0.000136525,0.0001214957,0.00008287341,0.00003616781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004521969,"about_ca_system_score_gemma":0.0000928916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005284366,"about_ca_topic_score_gemma":0.0001528364,"domain_scores_codex":[0.999065,0.0000433319,0.0002367765,0.0002579182,0.0002220068,0.0001749875],"domain_scores_gemma":[0.9996358,0.00004179852,0.00002217362,0.0001794469,0.00006187048,0.00005890147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002446604,0.00001685224,0.00005484549,0.0001409608,0.000009510851,0.000004654057,0.0005132513,0.02156932,0.9767007,0.0008529453,0.000008848217,0.0001036269],"study_design_scores_gemma":[0.000122105,0.00002077249,0.0001518387,0.0001814908,0.0000166016,0.000003982133,0.000137526,0.5973852,0.401524,0.0002361915,0.0001112623,0.0001089638],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958117,0.002587013,0.0005385163,0.0001250897,0.0005017248,0.0001386718,0.00007584543,0.00008100063,0.000140455],"genre_scores_gemma":[0.9992079,0.0002164907,0.0002566404,0.00001330857,0.0001006177,0.00001539801,0.00001015146,0.00001893567,0.0001605509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758159,"threshold_uncertainty_score":0.3324749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784592368262472,"score_gpt":0.250092064924526,"score_spread":0.2122461412419012,"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."}}