{"id":"W4398182323","doi":"10.1080/23746149.2024.2352112","title":"Performance limits of information engines","year":2024,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Foundational Questions Institute; Silicon Valley Community Foundation","keywords":"Computer science; Environmental science","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":[0.002438857,0.001226643,0.001324706,0.001433824,0.0008721108,0.003614938,0.002365617,0.00280861,0.005995454],"category_scores_gemma":[0.01022329,0.0008338991,0.0008328211,0.001369299,0.001972494,0.008745261,0.002370875,0.002498866,0.002933208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002131104,"about_ca_system_score_gemma":0.0008476623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008647738,"about_ca_topic_score_gemma":0.0003698261,"domain_scores_codex":[0.9978689,0.0003394069,0.0001514356,0.0004273122,0.0008370823,0.0003758024],"domain_scores_gemma":[0.9941527,0.004056656,0.0003954762,0.0003933176,0.000848062,0.0001537674],"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":[0.0004816758,0.0002156335,0.001452194,0.006272248,0.0002383808,0.0005015243,0.0003692445,0.104698,0.02844049,0.560122,0.01371681,0.2834918],"study_design_scores_gemma":[0.00008249292,0.001243653,0.001506017,0.001806883,0.0002966689,0.001627334,0.0002656321,0.1754168,0.065717,0.4188544,0.3327931,0.0003899398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06471487,0.6149921,0.1778955,0.007966957,0.002399113,0.0001486201,0.0004322314,0.001380726,0.1300698],"genre_scores_gemma":[0.6080042,0.3389357,0.0313518,0.002483753,0.002816427,0.0003053558,0.0005882418,0.0005784364,0.0149362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005995454,"threshold_uncertainty_score":0.02005678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005359421667175739,"score_gpt":0.2564015825821061,"score_spread":0.2510421609149304,"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."}}