{"id":"W4391552462","doi":"10.1007/978-3-031-49121-4_4","title":"High-Performance Information Engine","year":2023,"lang":"en","type":"book-chapter","venue":"Springer theses","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Information retrieval","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":[0.0004243758,0.001355791,0.0006991526,0.001342488,0.0005842176,0.00379182,0.001481344,0.001048636,0.121802],"category_scores_gemma":[0.0006853372,0.0006326269,0.000428402,0.002947693,0.0004479162,0.005965009,0.001982532,0.001867204,0.08061554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007621999,"about_ca_system_score_gemma":0.000635471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104265,"about_ca_topic_score_gemma":0.001645678,"domain_scores_codex":[0.9996346,0.00002419021,0.00001432926,0.00005363813,0.000231486,0.0000417178],"domain_scores_gemma":[0.9997838,0.00005493503,0.000005984696,0.00006578651,0.00006744621,0.00002211716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006640199,0.00006685951,0.00009015792,0.0003366499,0.00002979965,0.00006531258,0.00006647485,0.00139169,0.005848131,0.09297855,0.5104656,0.3885944],"study_design_scores_gemma":[0.000007971086,0.00001974003,0.0001817004,0.00006960775,0.00001076576,0.00008066559,0.00001659822,0.004342451,0.003256876,0.02712117,0.9648775,0.00001492935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002812212,0.03128575,0.1094596,0.002769063,0.004106151,0.0001417005,0.002463528,0.01234215,0.8346199],"genre_scores_gemma":[0.01160055,0.01223242,0.01965787,0.0007364111,0.0008269717,0.0000644896,0.003233723,0.001290365,0.9503572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.121802,"threshold_uncertainty_score":0.4074683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129027253258354,"score_gpt":0.2100602164827595,"score_spread":0.1987699439501759,"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."}}