{"id":"W2089814955","doi":"10.1016/s1631-073x(03)00289-9","title":"The optimal evolution of the free energy of interacting gases and its applications","year":2003,"lang":"en","type":"article","venue":"Comptes Rendus Mathématique","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pacific Institute for the Mathematical Sciences; University of British Columbia","funders":"","keywords":"Mathematics; Type (biology); Mathematical physics; Gaussian; Combinatorics; Calculus (dental); Pure mathematics; Applied mathematics; Mathematical analysis; Physics; Quantum mechanics","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":[0.00187184,0.000799951,0.000682784,0.001174579,0.0007801132,0.001418026,0.001465083,0.0017128,0.002744513],"category_scores_gemma":[0.006202832,0.000542431,0.0007364166,0.0006649652,0.003334794,0.003402802,0.003291895,0.00177581,0.0003078695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002211446,"about_ca_system_score_gemma":0.0008485116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00330702,"about_ca_topic_score_gemma":0.002255419,"domain_scores_codex":[0.9993493,0.0002773289,0.00002676079,0.0001203892,0.0001348205,0.00009126691],"domain_scores_gemma":[0.9986254,0.0007661966,0.0001987729,0.00009583648,0.0001410876,0.0001726974],"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":[0.00001753812,0.000009623688,0.0002224724,0.00004281188,0.0000125792,0.00003483025,0.00007090735,0.05034853,0.0007948768,0.9438636,0.000551377,0.004030831],"study_design_scores_gemma":[0.000006834624,0.00001401529,0.0002337851,0.00001913424,0.000006782393,0.00002795909,0.0000283075,0.2895226,0.0003665194,0.7085491,0.00120539,0.00001959319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1657055,0.005446256,0.779112,0.006238809,0.0003026597,0.00004337378,0.0002278753,0.0001732658,0.04275028],"genre_scores_gemma":[0.9123498,0.002269431,0.07246132,0.0005728544,0.0003167346,0.0001258858,0.000164313,0.0001704805,0.0115693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00330702,"threshold_uncertainty_score":0.01604527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906797071269897,"score_gpt":0.2615312801622427,"score_spread":0.2424633094495437,"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."}}