{"id":"W4416715062","doi":"10.18280/mmep.121009","title":"Physical Model of District Heating Networks to Boost the Transition to Next-Generation Systems","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Key (lock); Transition (genetics); Field (mathematics); Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003728253,0.0005204414,0.000848316,0.00045796,0.0005966284,0.001509553,0.001409564,0.001455326,0.009985314],"category_scores_gemma":[0.00109112,0.000527302,0.0007460724,0.0006565702,0.0008884595,0.001513528,0.0008813433,0.001249345,0.0007489631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128726,"about_ca_system_score_gemma":0.001307239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279876,"about_ca_topic_score_gemma":0.01038709,"domain_scores_codex":[0.9997762,0.00009890031,0.000006152193,0.0000329375,0.00004580478,0.00003997733],"domain_scores_gemma":[0.9997211,0.000133415,0.00002871304,0.0000212678,0.00006720411,0.0000282858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001015137,0.000009518325,0.00007104703,0.000009384708,0.0000042324,0.00001260263,0.000006803349,0.9916546,0.0001715752,0.007166292,0.0003121979,0.0005715766],"study_design_scores_gemma":[0.000007573417,0.000006527243,0.0000941903,0.000002581704,0.000002817135,0.000004251966,0.000007877135,0.9956653,0.00005667991,0.003621757,0.0005274977,0.000003053296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1412809,0.001711395,0.6771482,0.004184445,0.000575799,0.0001808889,0.001957156,0.0006155542,0.1723456],"genre_scores_gemma":[0.9613597,0.0004916781,0.007729262,0.0001653197,0.0000710168,0.000143372,0.0002468741,0.00007814248,0.02971454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01279876,"threshold_uncertainty_score":0.03340423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619004870302785,"score_gpt":0.2076016359169724,"score_spread":0.1814115872139445,"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."}}