{"id":"W2435094879","doi":"10.1002/cjce.22556","title":"Synthesis of large‐scale heat exchanger networks using a T‐Q diagram method","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Heat exchanger; Diagram; Scale (ratio); Computer science; Thermodynamics; Physics; Database","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":[0.0005632277,0.0005616599,0.0005356261,0.0004881316,0.0003624031,0.0004587664,0.0006085079,0.0005248154,0.005598116],"category_scores_gemma":[0.0009578175,0.0003892096,0.0006895961,0.0004523898,0.0003777337,0.0005670803,0.0003894381,0.0005326495,0.0006284425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004477879,"about_ca_system_score_gemma":0.0009348334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165196,"about_ca_topic_score_gemma":0.003155764,"domain_scores_codex":[0.9998035,0.00006926234,0.00001229717,0.00004300715,0.00005716157,0.000014824],"domain_scores_gemma":[0.9996192,0.0002372111,0.00003948361,0.00002419881,0.00006640849,0.00001349327],"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":[0.00005438224,0.00005806807,0.0002879332,0.0003058034,0.00002806481,0.00009942546,0.00008156534,0.8658409,0.03127539,0.02292733,0.0008043388,0.07823671],"study_design_scores_gemma":[0.00002305061,0.00005451703,0.00005160569,0.000008247309,0.000007095502,0.00001443047,0.000008457934,0.991625,0.003031718,0.002932652,0.002237927,0.00000528834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004027267,0.00004064683,0.9940481,0.00001739111,0.00001585042,0.00004378545,0.00002776132,0.0001784787,0.001600848],"genre_scores_gemma":[0.1789097,0.0001384474,0.8187295,0.00002330323,0.00001037279,0.0002747026,0.00008787018,0.00008777645,0.001738427],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005598116,"threshold_uncertainty_score":0.0187276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008852182499943476,"score_gpt":0.2127934784631585,"score_spread":0.203941295963215,"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."}}