{"id":"W4400300502","doi":"10.1016/j.isci.2024.110393","title":"Symmetry in thermal cycles and processes","year":2024,"lang":"en","type":"article","venue":"iScience","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Youth Innovation Promotion Association; Youth Innovation Promotion Association of the Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Symmetry (geometry); Thermal; Theoretical physics; Physics; Statistical physics; Chemistry; Mathematics; Thermodynamics; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433356,0.0004371687,0.0004771424,0.001194614,0.001043929,0.002275157,0.0006394208,0.000762408,0.005952799],"category_scores_gemma":[0.003022465,0.0001983192,0.0008635935,0.0005589843,0.004841206,0.003566547,0.001293254,0.00116948,0.0007002932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116071,"about_ca_system_score_gemma":0.001113364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007867,"about_ca_topic_score_gemma":0.0004003429,"domain_scores_codex":[0.9988763,0.0003501965,0.00006075813,0.0002374663,0.0003270981,0.0001482224],"domain_scores_gemma":[0.9989772,0.0003618942,0.0001436531,0.0002565941,0.0001781404,0.00008257393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003463535,0.00000328426,0.00007048708,0.00001435076,0.00000253673,0.00001322848,0.00005308455,0.001135045,0.0003220719,0.9955453,0.0001733267,0.002663878],"study_design_scores_gemma":[0.000002684558,0.00001007344,0.0001031313,0.000006743303,0.000001646245,0.00002671717,0.00002563618,0.005731108,0.000330842,0.9906511,0.003104262,0.000006054107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1824127,0.00647789,0.629055,0.003351678,0.0006239081,0.0002013304,0.000471752,0.0004046578,0.177001],"genre_scores_gemma":[0.9412102,0.001796291,0.04510679,0.0003434902,0.000351536,0.0001850972,0.0001794777,0.0001576143,0.01066963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005952799,"threshold_uncertainty_score":0.01991409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007805063928881207,"score_gpt":0.270161660324037,"score_spread":0.2623565963951558,"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."}}