{"id":"W4378516065","doi":"10.3390/e25050771","title":"The Conditions Necessary for the Formation of Dissipative Structures in Tribo-Films on Friction Surfaces That Decrease the Wear Rate","year":2023,"lang":"en","type":"article","venue":"Entropy","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dissipative system; Entropy production; Materials science; Entropy (arrow of time); Self-organization; Production rate; Thermodynamic equilibrium; Thermodynamics; Mechanics; Computer science; Physics; Engineering; Process engineering","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":[0.000188144,0.00007611397,0.00007501976,0.0000354478,0.0002552488,0.00003696066,0.0001185636,0.00002088329,0.00003639726],"category_scores_gemma":[0.0001038007,0.00003349784,0.00004510756,0.0001792052,0.00005668752,0.0001180867,0.00001236902,0.00008252988,0.000006184082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000019284,"about_ca_system_score_gemma":0.000008517081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002871854,"about_ca_topic_score_gemma":0.00004673607,"domain_scores_codex":[0.9995364,0.00006275525,0.0001160326,0.00005780029,0.00009170543,0.0001352936],"domain_scores_gemma":[0.9986022,0.001187424,0.00004913407,0.0001251374,0.00001690555,0.00001923644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000594474,0.0001026913,0.001395935,0.0001449318,0.0005881294,0.000005795936,0.02396129,0.5624132,0.0238583,0.2539778,0.1199736,0.01298385],"study_design_scores_gemma":[0.001394426,0.0001378848,0.1972051,0.0000883804,0.00006948486,0.000001624262,0.02329312,0.6260133,0.1029031,0.03668231,0.01196517,0.0002460215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945443,0.0002453323,0.001980526,0.001145032,0.000417941,0.0006360022,0.0004557984,0.00008903375,0.0004860778],"genre_scores_gemma":[0.9992855,0.0004028304,0.00001024808,0.0000257868,0.00004359823,0.0001046939,0.00005896309,0.00001027243,0.00005808793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2172955,"threshold_uncertainty_score":0.1963193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705687462901621,"score_gpt":0.2535263332963552,"score_spread":0.2364694586673389,"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."}}