{"meta":{"query_hash":"c792b99125f5","filters":{"venue":"Advances in chemical engineering"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/c792b99125f5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+chemical+engineering"},"results":[{"id":"W1484552536","doi":"10.1016/s0065-2377(03)29001-3","title":"THE NEW NEW BIOMATERIALS","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"Cell Adhesion Molecules Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Nanotechnology; Inert; Biocompatibility; Blood clotting; Protein adsorption; Engineering; Chemistry; Biomedical engineering; Polymer science; Materials science; Engineering ethics; Adsorption; Chemical engineering; Organic chemistry","score_opus":0.011824994172459361,"score_gpt":0.2810360998092728,"score_spread":0.26921110563681344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1484552536","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023573614,0.20902738,0.0068334527,0.006662316,0.003275484,0.003357546,0.000029081048,0.001044416,0.76741296],"genre_scores_gemma":[0.015420579,0.041942704,0.034324974,0.00037488333,0.005119252,0.000053417676,0.00017585867,0.0007134076,0.9018749],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985141,0.000001965835,0.00038294977,0.00032970155,0.00040226657,0.00036899655],"domain_scores_gemma":[0.9990524,0.00017671892,0.00005646376,0.00039697447,0.000026286238,0.00029114206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081901955,0.0002886718,0.00040710447,0.00010897525,0.000017296565,0.000026536401,0.00024295559,0.00026080827,0.00039504422],"category_scores_gemma":[0.00024667152,0.000220044,0.0001203365,0.000062176565,0.00005639005,0.000055918554,0.00013597483,0.0003740473,0.00012530085],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023990805,0.00002204492,0.000004895722,0.00066981354,0.000091993876,0.00045749405,0.00004697743,0.0014077466,0.8228347,0.05078789,0.0024296877,0.121006906],"study_design_scores_gemma":[0.0008215108,0.000039973365,0.0000026555929,0.0010342328,0.000021568023,0.000047061854,0.0000010497156,0.000080902835,0.20631586,0.010402708,0.78096503,0.00026745268],"about_ca_topic_score_codex":0.000011830578,"about_ca_topic_score_gemma":0.0000017333903,"teacher_disagreement_score":0.77853537,"about_ca_system_score_codex":0.0003249643,"about_ca_system_score_gemma":0.00026119637,"threshold_uncertainty_score":0.8973134},"labels":[],"label_agreement":null},{"id":"W2767992115","doi":"10.1016/bs.ache.2017.08.001","title":"CO 2 Sorbents for Sorption-Enhanced Steam Reforming","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"Chemical Looping and Thermochemical Processes","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Sorbent; Sorption; Hydrotalcite; Materials science; Steam reforming; Chemical engineering; Ceramic; Process engineering; Waste management; Hydrogen; Catalysis; Hydrogen production; Chemistry; Adsorption; Engineering; Metallurgy; Organic chemistry","score_opus":0.00873335674612412,"score_gpt":0.24620898988402537,"score_spread":0.23747563313790124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767992115","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007744301,0.0489025,0.026750898,0.00006779705,0.0026522265,0.0015979654,0.00036244275,0.0030210724,0.9089008],"genre_scores_gemma":[0.90020144,0.015879188,0.0073380126,0.00007655579,0.003461758,0.00069493375,0.0010638486,0.0013905561,0.0698937],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982578,8.4588777e-7,0.00051678665,0.00047200546,0.0002258196,0.0005267386],"domain_scores_gemma":[0.9990448,0.00019415875,0.00011139247,0.0004547951,0.000051194984,0.0001437018],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007358189,0.00055625424,0.0006632891,0.00010957787,0.000041856027,0.000030664676,0.0005148213,0.00053874485,0.00004080493],"category_scores_gemma":[0.00018775837,0.00060938246,0.00019704457,0.000023023062,0.000050066687,0.00031065973,0.000047959504,0.00073297875,0.00002689018],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055521545,0.000027103655,0.0000012221667,0.0048432043,0.00013000917,0.00001075245,0.00006669604,0.025727868,0.8959109,0.0029174888,0.00025864042,0.07005057],"study_design_scores_gemma":[0.0006949723,0.00001548026,1.1730901e-7,0.0020721597,0.00003329639,0.0000058091377,0.000002372991,0.0069505936,0.8236161,0.012993453,0.15258874,0.0010269429],"about_ca_topic_score_codex":9.2210337e-7,"about_ca_topic_score_gemma":0.0000011691282,"teacher_disagreement_score":0.8924571,"about_ca_system_score_codex":0.0005373118,"about_ca_system_score_gemma":0.000017749708,"threshold_uncertainty_score":0.99963576},"labels":[],"label_agreement":null},{"id":"W2916120159","doi":"10.1016/bs.ache.2018.12.002","title":"Solid–liquid partitioning bioreactors for industrial wastewater treatment","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Polymer; Aqueous solution; Inert; Solvent; Bioreactor; Flammable liquid; Organic solvent; Sewage treatment; Chemical engineering; Chemistry; Industrial wastewater treatment; Aqueous two-phase system; Materials science; Degradation (telecommunications); Organic chemistry; Waste management","score_opus":0.015884197280571447,"score_gpt":0.23915225692489472,"score_spread":0.22326805964432328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916120159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7282711,0.0036285992,0.0005593035,0.00079878233,0.009692853,0.007652478,0.0016230762,0.0008496586,0.24692412],"genre_scores_gemma":[0.94170606,0.0020131327,0.004164852,0.00017007648,0.001456819,0.00010838606,0.00095163024,0.0002717471,0.049157266],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893343,0.0000019543238,0.0002995989,0.00035061914,0.00013616288,0.00027821795],"domain_scores_gemma":[0.99961394,0.000067330344,0.00008727503,0.00015230768,0.0000038946887,0.00007523276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005206276,0.00027335677,0.00028491305,0.000041678264,0.000014445546,0.000013226041,0.00012498868,0.00029595356,0.0007889942],"category_scores_gemma":[0.000028081016,0.00023914549,0.00010243834,0.000028862552,0.000043172793,0.00014789088,0.000061147584,0.00016695306,0.00018542292],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022193421,0.00006896678,0.00032715232,0.00007811755,0.000047835863,0.000007941479,0.00012316732,0.022991212,0.963209,0.001408924,0.0004981347,0.011017659],"study_design_scores_gemma":[0.0008706058,0.00015028697,0.000004448238,0.00019055743,0.000021696698,0.0000022860509,0.0000023281889,0.000863053,0.40617445,0.00007409375,0.5911522,0.00049397256],"about_ca_topic_score_codex":0.0000049787245,"about_ca_topic_score_gemma":0.000006943935,"teacher_disagreement_score":0.5906541,"about_ca_system_score_codex":0.00047673003,"about_ca_system_score_gemma":0.000012645759,"threshold_uncertainty_score":0.97520703},"labels":[],"label_agreement":null},{"id":"W4205998851","doi":"10.1016/bs.ache.2021.10.001","title":"Concentrating collector systems for solar thermal and thermochemical applications","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Thermal; Scale (ratio); Solar energy; Photovoltaic thermal hybrid solar collector; Materials science; Mechanical engineering; Aerospace engineering; Engineering physics; Process engineering; Engineering; Thermodynamics; Physics; Electrical engineering","score_opus":0.009018769237130818,"score_gpt":0.2160209758223332,"score_spread":0.20700220658520238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205998851","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0129225515,0.50300497,0.027437743,0.00006420027,0.002766433,0.0059692594,0.0004037481,0.0010118049,0.44641927],"genre_scores_gemma":[0.86431605,0.009201653,0.013047831,0.0002485899,0.010006592,0.007432013,0.0014675608,0.0013709628,0.09290877],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99859613,0.0000070620476,0.00045831563,0.00045446996,0.00015966626,0.00032432855],"domain_scores_gemma":[0.9989594,0.0004822185,0.00015061577,0.00024273264,0.000059557216,0.00010547013],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000092239854,0.00034975298,0.0005371103,0.00004485973,0.00004273016,0.000041870055,0.0001754566,0.00037748483,0.00004580739],"category_scores_gemma":[0.000073323325,0.00035488093,0.00010945279,0.000051330877,0.000054062668,0.00008294193,0.000059628568,0.00036562877,0.000003822432],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006078404,0.000032651606,0.00003610053,0.0022441323,0.00020026644,0.000024055042,0.00018651313,0.01782802,0.80605054,0.15918031,0.000042698102,0.014113912],"study_design_scores_gemma":[0.0010247441,0.000027245314,0.000001452428,0.0014926004,0.00007089776,0.00006111992,0.000048317394,0.029118644,0.07389455,0.0010541858,0.89215326,0.0010529753],"about_ca_topic_score_codex":0.000020887766,"about_ca_topic_score_gemma":0.0000026222904,"teacher_disagreement_score":0.8921106,"about_ca_system_score_codex":0.00012893489,"about_ca_system_score_gemma":0.00003277701,"threshold_uncertainty_score":0.9998903},"labels":[],"label_agreement":null},{"id":"W85041577","doi":"10.1016/s0065-2377(09)00405-0","title":"Photocatalytic Reactor Configurations for Water Purification","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Photocatalysis; Chemical reactor; Reactor design; Mixing (physics); Catalysis; Continuous stirred-tank reactor; Chemical reaction engineering; Materials science; Chemical engineering; Tube (container); Continuous reactor; Waste management; Environmental engineering; Nuclear engineering; Chemistry; Environmental science; Engineering; Organic chemistry; Composite material; Physics","score_opus":0.009948873520883235,"score_gpt":0.2252465243465128,"score_spread":0.21529765082562957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W85041577","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013120421,0.0069201095,0.00922579,0.00020948818,0.00092125725,0.0027980504,0.0001323983,0.0006010611,0.9778798],"genre_scores_gemma":[0.7034009,0.0033732182,0.017830778,0.0003483629,0.0026731112,0.0017372066,0.010148418,0.00082198624,0.25966597],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986538,0.000001923579,0.00047560182,0.00041737602,0.0001531487,0.0002981401],"domain_scores_gemma":[0.999306,0.000104326384,0.00007948672,0.00038491056,0.000050857107,0.00007441952],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007969638,0.0003216451,0.0004039268,0.00012511795,0.000020174695,0.000027606937,0.00021476134,0.00031446977,0.00015690064],"category_scores_gemma":[0.00004154854,0.00029092,0.00017954338,0.000031568066,0.000021578415,0.00020054252,0.000019259895,0.00031301694,0.00008259964],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028951228,0.00003151871,1.4560011e-7,0.00019690115,0.00004469945,0.0000058266464,0.00010125838,0.01336102,0.86274827,0.10455714,0.00005949583,0.018864747],"study_design_scores_gemma":[0.00019630782,0.000010624781,2.1573723e-7,0.000099383105,0.000030319477,0.0000023085836,0.0000013745866,0.0027487942,0.42461535,0.0046336334,0.5673602,0.0003014674],"about_ca_topic_score_codex":0.000005862623,"about_ca_topic_score_gemma":0.0000068891686,"teacher_disagreement_score":0.7182138,"about_ca_system_score_codex":0.00015493097,"about_ca_system_score_gemma":0.000013901279,"threshold_uncertainty_score":0.9999543},"labels":[],"label_agreement":null}]}