{"id":"W4408654717","doi":"10.32388/ktpxu1","title":"Review of: \"Scalable Thermodynamic Second-order Optimization\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Xanadu Quantum Technologies (Canada)","funders":"","keywords":"Scalability; Order (exchange); Computer science; Economics; Database","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002530294,0.0003661251,0.0009324192,0.0001360157,0.00002660382,0.00001364358,0.000291444,0.0002747532,0.02613757],"category_scores_gemma":[0.0000616489,0.0003325177,0.0002058533,0.0007112237,0.00001930849,0.00008780978,0.00002506166,0.000318691,0.00004082209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007448086,"about_ca_system_score_gemma":0.0001914286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001698558,"about_ca_topic_score_gemma":0.00003047003,"domain_scores_codex":[0.9984753,0.0000497173,0.0007531381,0.0002674854,0.0002156652,0.0002387057],"domain_scores_gemma":[0.9989285,0.0000584574,0.0000352804,0.0005199868,0.0003965178,0.0000612582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[3.070183e-7,0.000009318112,1.213692e-7,0.206632,0.0000749326,3.790451e-7,0.000002651055,0.07954533,0.000001057311,0.00005705008,0.7111186,0.00255818],"study_design_scores_gemma":[0.0001017864,0.00000728626,4.073025e-7,0.0897168,0.0002575001,0.000001695263,5.809072e-7,0.1418345,0.0000132262,0.000006961617,0.7677686,0.0002907015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.517881e-8,0.4262511,0.2663817,0.002110631,0.0007712498,0.0006145385,0.0002356883,0.0001992172,0.3034358],"genre_scores_gemma":[0.000001434046,0.815257,0.0094247,0.005748916,0.00005511899,0.00009055583,0.002969708,0.00006654324,0.166386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3890059,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111965446890767,"score_gpt":0.2520789538675247,"score_spread":0.240959299398617,"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."}}