{"id":"W7135196552","doi":"10.53941/tsa.2026.100001","title":"The Importance of Thermal Science and Applications","year":2025,"lang":"en","type":"article","venue":"Thermal Science and Applications","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Multidisciplinary approach; Dissemination; Work (physics); Field (mathematics)","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002863837,0.0001219319,0.0001439662,0.00008085445,0.002069927,0.0003205303,0.001247512,0.00003173592,0.0000882229],"category_scores_gemma":[0.0001273637,0.0000789067,0.00001523744,0.0008519996,0.007405312,0.0004862477,0.0005253744,0.00006552199,0.0000394192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005657478,"about_ca_system_score_gemma":0.0005173068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004734134,"about_ca_topic_score_gemma":0.000006640367,"domain_scores_codex":[0.9982709,0.00002910455,0.0003125018,0.0004619694,0.0005319136,0.0003936089],"domain_scores_gemma":[0.9984845,0.0001204689,0.0001563275,0.0006439494,0.0004852671,0.000109497],"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":[0.000009675327,0.00002082008,0.0003667447,0.00001292641,0.000001368247,4.175765e-8,0.00007472908,0.000009475971,0.8975659,0.06419543,0.00002150703,0.0377214],"study_design_scores_gemma":[0.0002274603,0.0000342826,0.06648111,0.00001718487,0.00002384034,0.000004658478,0.0005069412,0.0001180155,0.8989087,0.003477176,0.02997255,0.0002280497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767987,0.0007367446,0.0003239021,0.001261018,0.00005966012,0.0008720356,0.00001749819,0.00005851311,0.01987198],"genre_scores_gemma":[0.998485,0.00006704168,0.0002991493,0.0003365923,0.00005933958,0.0005330576,4.103691e-7,0.000006116363,0.0002132498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06611437,"threshold_uncertainty_score":0.9992293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127352611652849,"score_gpt":0.2687203267856369,"score_spread":0.255985065620352,"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."}}