{"id":"W4281675531","doi":"10.1021/acs.jpclett.2c01415","title":"Excess Entropy Scaling in Active-Matter Systems","year":2022,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry Letters","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Active matter; Statistical physics; Scaling; Statics; Entropy (arrow of time); Physics; Biological system; Thermodynamics; Classical mechanics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003390106,0.0002266575,0.000311198,0.0006333556,0.0004692555,0.0007835295,0.0004286851,0.0003633861,0.0008798728],"category_scores_gemma":[0.00162127,0.0001840964,0.0002378522,0.0001810747,0.00132223,0.001254927,0.0005503207,0.0003768469,0.00008757863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004707732,"about_ca_system_score_gemma":0.0003086813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221405,"about_ca_topic_score_gemma":0.0006917393,"domain_scores_codex":[0.9998885,0.00002362014,0.000005566583,0.00001841097,0.00003653962,0.00002717207],"domain_scores_gemma":[0.999553,0.0001809025,0.0000703058,0.00006214147,0.00004228286,0.00009128065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002242842,0.0001701188,0.007556605,0.0001720701,0.00006606639,0.0005981572,0.0004964103,0.5098734,0.0567907,0.4151886,0.001395976,0.007467617],"study_design_scores_gemma":[0.00001698302,0.00003186936,0.002010067,0.000008092723,0.000006478921,0.00004842177,0.0000343477,0.9301358,0.003045957,0.06416863,0.0004764808,0.00001694811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582208,0.0004298001,0.0320029,0.0003138641,0.00004589427,0.00002404035,0.00006418218,0.0001264733,0.00877202],"genre_scores_gemma":[0.998333,0.00006860636,0.001212081,0.00001911383,0.000009937121,0.000009409408,0.00002015385,0.000009666005,0.0003180921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001221405,"threshold_uncertainty_score":0.003415704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005435278833316093,"score_gpt":0.2154891784486249,"score_spread":0.2100538996153088,"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."}}