{"id":"W7101435942","doi":"10.1063/4.0000836","title":"Designing Sustainable Materials for Energy Applications","year":2025,"lang":"en","type":"article","venue":"Structural Dynamics","topic":"Ferroelectric and Piezoelectric Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Piezoelectricity; Curie temperature; Ceramic; Neutron diffraction; Neutron; Perovskite (structure); Work (physics); Piezoelectric coefficient; Stress (linguistics)","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":[0.0003633742,0.0001803615,0.0002730206,0.0001257983,0.0004055292,0.0002064873,0.0003372624,0.0001104832,0.0002687398],"category_scores_gemma":[0.0001098621,0.000159821,0.00004908732,0.0003375734,0.00005583758,0.0001429499,0.00007122042,0.0000360356,0.000007872902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819085,"about_ca_system_score_gemma":0.0001652044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002762902,"about_ca_topic_score_gemma":0.00002757092,"domain_scores_codex":[0.9985836,0.0000618772,0.0003390565,0.0003334135,0.000140836,0.0005411925],"domain_scores_gemma":[0.9991918,0.0001439435,0.0001201964,0.0002642664,0.0002318082,0.00004799903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007148871,0.000004457102,0.00001269881,0.0001215225,0.0000108146,9.695007e-7,0.00001746459,0.00003552507,0.3829244,0.6099744,0.001017934,0.005808258],"study_design_scores_gemma":[0.0005213444,0.00008270305,0.000131803,0.00001630383,0.00006052925,0.000009713126,0.0001518208,0.004223077,0.7244022,0.2574439,0.01260111,0.0003555146],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1796945,0.0002124798,0.813438,0.0002647826,0.0007776138,0.0009957954,0.0001866473,0.0002514322,0.004178732],"genre_scores_gemma":[0.9814661,0.00001215644,0.008324829,0.0002107648,0.0001412043,0.0004732391,0.0001384013,0.000019053,0.009214256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8051132,"threshold_uncertainty_score":0.651731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004447246173075346,"score_gpt":0.2425644279316318,"score_spread":0.2381171817585565,"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."}}