{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"6b7493bc6eae","filters":{"venue":"Huagong xuebao"}},"results":[{"id":"W2378043091","doi":"","title":"Effect of ionic liquid pretreatment on lignocellulosic biomass from oilseeds","year":2013,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"","keywords":"Ionic liquid; Chemistry; Straw; Lignocellulosic biomass; Chloride; Enzymatic hydrolysis; Yield (engineering); Xylose; Nuclear chemistry; Raw material; Cellulose; Hydrolysis; Organic chemistry; Inorganic chemistry; Materials science; Catalysis; Fermentation; Metallurgy","authors":[{"name":"Liyang Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005467201685648147,"gpt":0.1936619287300034,"spread":0.1881947270443552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008670337,0.000492853,0.0002778762,0.000186776,0.0001497591,0.000277226,0.0001545921,0.0002290583,0.0007075651],"category_scores_gemma":[0.0001406461,0.0001057698,0.00032059,0.0001572468,0.0001404784,0.0003503973,0.0001917269,0.0003997998,0.0001631981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002228282,"about_ca_system_score_gemma":0.0003065238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479191,"about_ca_topic_score_gemma":0.002927717,"domain_scores_codex":[0.9998986,0.00001203303,0.00001085801,0.00001936675,0.00003171459,0.00002753239],"domain_scores_gemma":[0.9999411,0.000009636309,0.0000189734,0.00000418804,0.00001530473,0.00001080295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007017947,0.00001462397,0.0001080382,0.00007368604,0.000004865362,0.00003701904,0.000007881528,0.00004630863,0.9982967,0.00001368769,0.00001082202,0.00131622],"study_design_scores_gemma":[0.000004029281,0.0001510869,0.00118384,0.00000618493,0.0000145372,0.00003021745,0.0000186135,0.0001968671,0.9977539,0.000008552192,0.0006279499,0.000004264264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944026,0.002470094,0.001605829,0.0000757567,0.00003696914,0.000029365,0.0001390668,0.00004032236,0.001199986],"genre_scores_gemma":[0.9937935,0.001676126,0.002674479,0.00009989215,0.00001115702,0.00002894675,0.0002756751,0.00002235876,0.001417974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001479191,"threshold_uncertainty_score":0.002941191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2372459288","doi":"","title":"Kinetic study on thermal decomposition of flax fibers with model-free and Coats-Redfern model fitting kinetic approaches","year":2010,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Activation energy; Kinetic energy; Thermal decomposition; Decomposition; Thermodynamics; Materials science; Atmospheric temperature range; Kinetics; Range (aeronautics); Raw material; Chemistry; Physical chemistry; Composite material; Organic chemistry; Physics","authors":[{"name":"Guiying Xu","is_ca":false},{"name":"Sun Guogang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01899141687393357,"gpt":0.2142801698473327,"spread":0.1952887529733991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005711153,0.0008855011,0.000605892,0.000568581,0.0002803277,0.0003329783,0.0005958964,0.0004464941,0.0007970082],"category_scores_gemma":[0.0006976165,0.0003122161,0.000916346,0.0007029994,0.0001914065,0.0007815504,0.0001623285,0.0006272254,0.0002141549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006374369,"about_ca_system_score_gemma":0.0002501996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002991903,"about_ca_topic_score_gemma":0.00254668,"domain_scores_codex":[0.9997171,0.00002948449,0.00001627451,0.00008896187,0.0001190894,0.00002914832],"domain_scores_gemma":[0.9998345,0.00006285546,0.00002682055,0.00002347839,0.0000459041,0.000006386901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003643666,0.0001166006,0.00335891,0.0004225763,0.00008714252,0.0001529377,0.000274801,0.04818489,0.919648,0.002191006,0.0002271531,0.02497157],"study_design_scores_gemma":[0.00001140103,0.0001255576,0.004883035,0.00000778897,0.00004891651,0.0001613101,0.00004819392,0.3116595,0.6813819,0.0005706027,0.001048668,0.00005314143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7813703,0.001302026,0.2148202,0.00006654868,0.0000290936,0.0000650415,0.0004037591,0.000413165,0.001529858],"genre_scores_gemma":[0.9530838,0.001017829,0.04278649,0.0000115857,0.000005375577,0.0001165188,0.0006371758,0.00009251462,0.002248758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002991903,"threshold_uncertainty_score":0.00594902,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2384238534","doi":"","title":"Experimental study on wet air in supersonic condensation flows","year":2011,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Nozzle; Supersonic speed; Condensation; Homogeneous; Mechanics; Fraction (chemistry); Inlet; Thermodynamics; Chemistry; Materials science; Mechanical engineering; Physics; Engineering; Chromatography","authors":[{"name":"Jidong Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06300709891798836,"gpt":0.2676066257289031,"spread":0.2045995268109147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004940397,0.0005019605,0.0004263915,0.0002984944,0.0007886506,0.000250131,0.0004062517,0.0003992281,0.001516952],"category_scores_gemma":[0.000348978,0.0001682435,0.000332695,0.0003121334,0.0004313115,0.0003774101,0.0003969826,0.0004308153,0.0002443518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003982881,"about_ca_system_score_gemma":0.0004885612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002788751,"about_ca_topic_score_gemma":0.002779201,"domain_scores_codex":[0.9996025,0.00003835105,0.00002180168,0.0001130446,0.0001526308,0.00007164973],"domain_scores_gemma":[0.9997633,0.0000712844,0.00003710791,0.00002385545,0.00007826497,0.00002614602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009071919,0.00005964013,0.0004848225,0.0001114794,0.000004845303,0.00005948267,0.000111091,0.0003628909,0.9965048,0.0003433162,0.00008523547,0.001781641],"study_design_scores_gemma":[0.0000242928,0.0005889166,0.002122256,0.000005801248,0.00001762142,0.00004817673,0.00004395675,0.003373249,0.9920651,0.00006680364,0.001629266,0.00001463714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845027,0.0005044509,0.01196199,0.00003410282,0.00004057028,0.0002129338,0.0003084028,0.0001753015,0.002259471],"genre_scores_gemma":[0.9861609,0.0005036215,0.01118347,0.00003182796,0.00002954926,0.000241139,0.0003853982,0.00003176071,0.00143234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002788751,"threshold_uncertainty_score":0.00554496,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2376801506","doi":"","title":"A dynamic optimization control approach of life cycle energy saving for heat exchanger network with bypasses","year":2013,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Heat exchanger; Control theory (sociology); Engineering; Computer science; Mathematical optimization; Process engineering; Control (management); Mechanical engineering; Mathematics","authors":[{"name":"Sun Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00574554530193433,"gpt":0.1792388327186805,"spread":0.1734932874167462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004372938,0.0008224702,0.0007046483,0.0004326026,0.0005171951,0.000905149,0.0006913436,0.0005061349,0.001394064],"category_scores_gemma":[0.0003976844,0.0004192958,0.0005759979,0.0004682301,0.0005629175,0.0007116629,0.0005550878,0.0005677926,0.0001114408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008483988,"about_ca_system_score_gemma":0.001220855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00912581,"about_ca_topic_score_gemma":0.005769875,"domain_scores_codex":[0.9998114,0.00004557849,0.000007632862,0.00005684444,0.00005027797,0.00002830627],"domain_scores_gemma":[0.9999177,0.00002916204,0.00001487351,0.000004299716,0.00002791209,0.000006005],"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":[0.00002771433,0.00001536389,0.0001581138,0.00007000057,0.00001860205,0.00003121033,0.00003808123,0.9764122,0.004229106,0.007019515,0.0002434886,0.01173656],"study_design_scores_gemma":[0.00000369379,0.00002025547,0.00004470457,0.000001983338,0.000004239866,0.000003347657,0.000005440535,0.9986071,0.0003251401,0.0007069581,0.0002740898,0.000002974465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02033878,0.0003459557,0.9736963,0.0001122298,0.00003890213,0.00004653054,0.0000198715,0.0001169539,0.005284471],"genre_scores_gemma":[0.9153162,0.0006072201,0.0779345,0.00004820195,0.00004262956,0.0002805238,0.00005521686,0.0000476852,0.005667747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00912581,"threshold_uncertainty_score":0.01814538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2371183588","doi":"","title":"Temperature measuring point analysis and control system design of heat exchanger networks based on structural observability","year":2012,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Observability; Heat exchanger; Observable; Control theory (sociology); Temperature control; Control (management); Mathematical optimization; Computer science; Engineering; Control engineering; Mathematics; Mechanical engineering; Applied mathematics; Physics","authors":[{"name":"Sun Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01593907243675927,"gpt":0.1999142034845415,"spread":0.1839751310477822,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000822,0.0008608786,0.0006617217,0.0004284853,0.0005851865,0.0008419268,0.0008404119,0.0005517293,0.001457814],"category_scores_gemma":[0.002200996,0.0004805108,0.0006751389,0.0003286319,0.0007906341,0.0009333276,0.0005853465,0.0007951163,0.0001306325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009826162,"about_ca_system_score_gemma":0.00151342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006305156,"about_ca_topic_score_gemma":0.005014125,"domain_scores_codex":[0.9990797,0.0002320613,0.0000422172,0.0002934026,0.0002668578,0.00008581211],"domain_scores_gemma":[0.9991474,0.0003702873,0.0001458743,0.00005312872,0.0002601228,0.00002307457],"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":[0.0001459477,0.00004495353,0.0008071816,0.0001103844,0.00003295797,0.00005912119,0.0001538347,0.9294509,0.01928004,0.008912432,0.0002106199,0.04079174],"study_design_scores_gemma":[0.000009744063,0.00006103016,0.0002715994,0.00000361219,0.00001103818,0.000007528803,0.000008905138,0.9948629,0.003335843,0.001195641,0.0002249679,0.000007121523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01856798,0.00004774557,0.9797748,0.0000487519,0.00001074761,0.00004565292,0.00001214,0.0001874505,0.001304616],"genre_scores_gemma":[0.9322194,0.0000877487,0.06621292,0.0000218344,0.00001579069,0.0001694256,0.00004180046,0.00002352263,0.001207597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006305156,"threshold_uncertainty_score":0.01253694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2384196355","doi":"","title":"Margin optimal design of heat exchanger network with bypasses based on life cycle energy saving","year":2012,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Heat exchanger; Refinery; Margin (machine learning); Distillation; Energy consumption; Fouling; Process engineering; Engineering; Energy conservation; Energy (signal processing); Computer science; Waste management; Mathematics; Mechanical engineering; Chemistry","authors":[{"name":"Sun Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01465986946843475,"gpt":0.2042292955169925,"spread":0.1895694260485577,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003365727,0.0005095027,0.0005314519,0.0003055971,0.0002495112,0.0005845958,0.0005000386,0.0003678269,0.001253141],"category_scores_gemma":[0.0004371089,0.0003265759,0.0003331638,0.0002277306,0.0003671,0.0006359057,0.0003513294,0.0002907889,0.0001042081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005268247,"about_ca_system_score_gemma":0.0008198559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885688,"about_ca_topic_score_gemma":0.001800286,"domain_scores_codex":[0.9998482,0.000044489,0.000006269513,0.00004197321,0.00003279496,0.00002620426],"domain_scores_gemma":[0.9998945,0.00003453062,0.00002676215,0.000006198413,0.00002758095,0.00001035095],"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":[0.0001659551,0.00003007456,0.0005484608,0.00009253481,0.00002185975,0.00004301935,0.00004866013,0.9537256,0.02357012,0.005734502,0.0002562047,0.01576309],"study_design_scores_gemma":[0.00001443978,0.0001005527,0.0002127684,0.000003743453,0.00001196375,0.000009423435,0.00001280943,0.9952815,0.002642588,0.001160403,0.0005438383,0.000006013756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.131472,0.0003879907,0.8620254,0.00008309502,0.00002956606,0.00006283873,0.00004131398,0.0002119018,0.005685941],"genre_scores_gemma":[0.9666075,0.0001511841,0.03159316,0.00001404474,0.000007140054,0.0000801286,0.00003089698,0.00001861975,0.001497359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001885688,"threshold_uncertainty_score":0.004192114,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2380172364","doi":"","title":"Optimal design of bypass location on heat exchanger networks based on structural controllability","year":2011,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Process Optimization and Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Controllability; Heat exchanger; Control theory (sociology); Optimal design; Mathematical optimization; Optimal control; Control (management); Computer science; Control engineering; Engineering; Mathematics; Mechanical engineering; Applied mathematics","authors":[{"name":"Xionglin Luo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02500163170316918,"gpt":0.21759510079332,"spread":0.1925934690901508,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004971109,0.0007044644,0.0005707273,0.0003519092,0.0002649187,0.0005492721,0.0004160334,0.0003838251,0.001093445],"category_scores_gemma":[0.0008466508,0.0004436073,0.000356488,0.0002442296,0.0006311102,0.0006276796,0.0004954155,0.000392219,0.00007322823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006636044,"about_ca_system_score_gemma":0.001002562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003513039,"about_ca_topic_score_gemma":0.003777882,"domain_scores_codex":[0.9997723,0.00007222871,0.000008557943,0.00006865234,0.00003785472,0.00004039175],"domain_scores_gemma":[0.9996971,0.000156271,0.00006501003,0.00001162468,0.00005308561,0.00001699429],"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":[0.0001197225,0.00002697512,0.0003386041,0.00006118504,0.00001591702,0.00002398359,0.00004067384,0.9703143,0.01111039,0.005933935,0.0001281,0.0118862],"study_design_scores_gemma":[0.00001517085,0.00007412376,0.0001332815,0.000002616759,0.000007012781,0.000003507232,0.000007701262,0.9969213,0.001500123,0.001171659,0.0001591546,0.000004354015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1500805,0.000177722,0.8455221,0.00007605507,0.00002090089,0.00007271054,0.00003847137,0.0001450465,0.003866508],"genre_scores_gemma":[0.9662221,0.0001279938,0.03242877,0.00001409411,0.000007338934,0.0001100765,0.00003126011,0.00001512413,0.001043143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003513039,"threshold_uncertainty_score":0.006985188,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2364725369","doi":"","title":"5-Lumped kinetic model for F-T synthesis wax hydrocracking reaction","year":2013,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Isomerization; Kinetic energy; Cracking; Wax; Thermodynamics; Chemistry; Approximation error; Catalysis; Materials science; Physical chemistry; Organic chemistry; Mathematics; Physics; Applied mathematics","authors":[{"name":"Cao Fahai","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01825787478414964,"gpt":0.2003661692179446,"spread":0.1821082944337949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000433971,0.001021442,0.0009084902,0.0006895833,0.0004854371,0.0009567345,0.001851257,0.0009772186,0.003617914],"category_scores_gemma":[0.0006663846,0.0006068925,0.001707641,0.0005040152,0.0003626494,0.001815044,0.0005315006,0.001004064,0.0007733459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373916,"about_ca_system_score_gemma":0.001024701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008701754,"about_ca_topic_score_gemma":0.003148422,"domain_scores_codex":[0.9996045,0.00003697736,0.00003809741,0.0001137666,0.0001534746,0.00005312125],"domain_scores_gemma":[0.9998,0.00005784776,0.00003794805,0.00002887734,0.00006440387,0.00001101019],"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":[0.0001001404,0.00003894508,0.00069786,0.0001871245,0.00004067176,0.0001351472,0.00005346932,0.9565258,0.01968554,0.01058072,0.0003788215,0.0115758],"study_design_scores_gemma":[0.000006615856,0.00001998027,0.0001186453,0.000003907582,0.00001028058,0.00002083282,0.000004163291,0.9944074,0.003624933,0.0009703816,0.0008038476,0.000009000867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07282147,0.000768002,0.9147769,0.000147931,0.0001356948,0.0001798591,0.000543602,0.0008902435,0.009736313],"genre_scores_gemma":[0.9372327,0.000903621,0.04871962,0.00005662051,0.0000274244,0.0004532404,0.0007869572,0.0001055187,0.01171432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008701754,"threshold_uncertainty_score":0.01730216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2362377119","doi":"","title":"Structural controllability analysis for heat exchanger networks with bypass control","year":2012,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Controllability; Redundancy (engineering); Control theory (sociology); Heat exchanger; Computer science; Coupling (piping); Control (management); Topology (electrical circuits); Mathematical optimization; Mathematics; Control engineering; Engineering; Mechanical engineering; Applied mathematics; Reliability engineering","authors":[{"name":"Xionglin Luo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01038547944832254,"gpt":0.2121788124543643,"spread":0.2017933330060418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003966737,0.0005685762,0.0002846227,0.0005404284,0.0002664001,0.0003963188,0.0003465492,0.0002746382,0.001815516],"category_scores_gemma":[0.00115502,0.0001835921,0.0005443492,0.0002155335,0.0005720734,0.0006562991,0.0003862668,0.0003923574,0.00005972214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005860977,"about_ca_system_score_gemma":0.0004202352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750739,"about_ca_topic_score_gemma":0.002024913,"domain_scores_codex":[0.9997287,0.00005571209,0.000009712992,0.0000716307,0.00009506573,0.00003900608],"domain_scores_gemma":[0.9995658,0.0002178429,0.0000935123,0.0000216056,0.00008005978,0.00002115436],"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":[0.00009849958,0.00003678095,0.001498102,0.00007227761,0.00003619497,0.0001033787,0.0001023907,0.9167243,0.02108691,0.04751872,0.0001896483,0.01253271],"study_design_scores_gemma":[0.000004163156,0.00003591462,0.0004961857,0.000001526376,0.000006189317,0.000009350207,0.00001054611,0.9924607,0.001100333,0.005767216,0.0001045892,0.000003363716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2625493,0.000135415,0.7307337,0.00009481335,0.00001391022,0.00004151074,0.00006726609,0.0001174632,0.006246604],"genre_scores_gemma":[0.9940257,0.00006885886,0.004912875,0.000007288454,0.000008098555,0.00004377282,0.00004685286,0.000007789849,0.0008788158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003750739,"threshold_uncertainty_score":0.007457793,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}