{"id":"W2504837986","doi":"10.1017/cbo9780511762956.099","title":"Material Stability and Its Relation to Maximum Dissipation","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Dissipation; Stability (learning theory); Relation (database); Mathematics; Materials science; Environmental science; Physics; Thermodynamics; Computer science","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":[0.0006427823,0.0003851444,0.0006088084,0.001410978,0.001137963,0.002484905,0.0008000283,0.0009062298,0.008010933],"category_scores_gemma":[0.00339591,0.0004123881,0.0003550033,0.0007645072,0.003071751,0.00292465,0.001458819,0.001078244,0.001697151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008720605,"about_ca_system_score_gemma":0.0003542644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003062267,"about_ca_topic_score_gemma":0.0002127287,"domain_scores_codex":[0.9994802,0.00008300501,0.00001882784,0.0001323235,0.0002184206,0.00006728371],"domain_scores_gemma":[0.9990273,0.0005242818,0.0001180681,0.0001199864,0.0001506538,0.00005977011],"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":[0.00004102474,0.00001338768,0.0002958517,0.00008775453,0.00001323776,0.00009504785,0.0003188972,0.01031047,0.00350571,0.9613131,0.002452588,0.02155304],"study_design_scores_gemma":[0.000004202383,0.00002213041,0.0008351586,0.00003892692,0.000006132102,0.0001522381,0.00007295791,0.01708126,0.001569933,0.9678158,0.01238522,0.00001601507],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1482356,0.03474442,0.2016667,0.005917914,0.0009488532,0.00007338293,0.0002854778,0.0006643174,0.6074633],"genre_scores_gemma":[0.9350139,0.003781235,0.008766164,0.0002346816,0.0005510195,0.00005928941,0.00006467121,0.0001666171,0.05136242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008010933,"threshold_uncertainty_score":0.0267992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136200167577941,"score_gpt":0.2052998336872999,"score_spread":0.1916798169295058,"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."}}