{"id":"W3048213094","doi":"10.1103/physreve.103.022140","title":"Free-energy transduction within autonomous systems","year":2021,"lang":"en","type":"article","venue":"Physical review. E","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Foundational Questions Institute","keywords":"Entropy production; Dissipation; Entropy (arrow of time); Statistical physics; Entropy rate; Control theory (sociology); Perturbation (astronomy); Computer science; Physics; Thermodynamics; Principle of maximum entropy; Joint quantum entropy; Control (management); Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009015391,0.0004179275,0.0005925758,0.0004894981,0.0005343871,0.00158194,0.0009499861,0.001283476,0.001804247],"category_scores_gemma":[0.002252745,0.0004121707,0.0007627593,0.0002645761,0.003457565,0.002602928,0.001438262,0.001252937,0.0003146581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144267,"about_ca_system_score_gemma":0.0006276886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005522194,"about_ca_topic_score_gemma":0.0002055199,"domain_scores_codex":[0.9992945,0.0002283319,0.00003354931,0.0001341811,0.0002390534,0.00007031128],"domain_scores_gemma":[0.9989929,0.0005661595,0.0001060528,0.0001792813,0.00008562653,0.00006996997],"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":[0.000007506826,0.00001417436,0.0001518281,0.0000686515,0.00001408191,0.00007125907,0.0001051688,0.03541368,0.005534247,0.953752,0.0002307139,0.004636699],"study_design_scores_gemma":[0.000009030528,0.00003724406,0.0002413702,0.00001546927,0.000007819983,0.00007393507,0.00002488648,0.1373061,0.001353659,0.8571296,0.003780902,0.00001986276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1626121,0.005395421,0.773181,0.002631993,0.000559982,0.0001108044,0.0001137881,0.0006282011,0.05476665],"genre_scores_gemma":[0.963757,0.001749452,0.03006306,0.0002593215,0.0001937348,0.0001071811,0.00002846291,0.00006099347,0.00378085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001804247,"threshold_uncertainty_score":0.008302212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009870355042621471,"score_gpt":0.2843043840371386,"score_spread":0.2744340289945171,"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."}}