{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"8df8cbbc394e","filters":{"venue":"International Journal of Chemical Engineering and Applications"}},"results":[{"id":"W4253156510","doi":"10.7763/ijcea.2015.v6.476","title":"Mathematical Modeling of Helium Recovery from a Multicomponent Fuel Gas with Polymeric Membrane","year":2015,"lang":"en","type":"article","venue":"International Journal of Chemical Engineering and Applications","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Waterloo","keywords":"Helium; Materials science; Membrane; Polymeric membrane; Chemical engineering; Helium gas; Nuclear engineering; Chemistry; Polymer; Engineering; Organic chemistry; Composite material","authors":[{"name":"Muhammad Ahsan","is_ca":false},{"name":"Arshad Hussain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01256294976563624,"gpt":0.2298844963422676,"spread":0.2173215465766313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002860389,0.0005432144,0.0004741116,0.0005322009,0.0004523351,0.0007262608,0.0008764684,0.001454828,0.001116041],"category_scores_gemma":[0.0005738157,0.0002357752,0.0008546021,0.0004405183,0.0005507027,0.0008952232,0.0005697536,0.0006322288,0.0003146536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007367985,"about_ca_system_score_gemma":0.0007937794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049758,"about_ca_topic_score_gemma":0.001319268,"domain_scores_codex":[0.9998666,0.00002611792,0.000009186781,0.00002587614,0.00005191024,0.00002029605],"domain_scores_gemma":[0.9998356,0.00006799376,0.0000297206,0.0000146802,0.00004429678,0.000007626528],"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":[0.00003744781,0.00004683357,0.0004556864,0.0002029413,0.00001657715,0.0002583845,0.00009394559,0.931667,0.03007129,0.03219898,0.0002889161,0.004661926],"study_design_scores_gemma":[0.000003963506,0.00002256205,0.0001094146,0.000005503428,0.000004933617,0.00004377891,0.0000114384,0.9943726,0.002823842,0.001861939,0.0007347648,0.000005304885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2003853,0.002581145,0.7598152,0.001065748,0.0001382558,0.0001609793,0.0004852816,0.0002897235,0.03507842],"genre_scores_gemma":[0.9291471,0.001801137,0.0433992,0.0001042315,0.00004416498,0.0003488359,0.0002250673,0.0000563969,0.02487391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003049758,"threshold_uncertainty_score":0.006063998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2751803109","doi":"10.18178/ijcea.2017.8.4.664","title":"Photocatalytic Hydrogen Production from Seawater Using CdxZn1-xS","year":2017,"lang":"en","type":"article","venue":"International Journal of Chemical Engineering and Applications","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Seawater; Photocatalysis; Hydrogen production; Production (economics); Hydrogen; Chemistry; Materials science; Chemical engineering; Environmental chemistry; Catalysis; Oceanography; Geology; Organic chemistry","authors":[{"name":"Estelle Diane D. Jose","is_ca":true},{"name":"Ernest Nathan L. Nogales","is_ca":true},{"name":"Ann Elizabeth P. Rollon","is_ca":true},{"name":"Joseph Yap","is_ca":true},{"name":"Rizalinda L. de Leon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01234694957604942,"gpt":0.2770507765867709,"spread":0.2647038270107214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000116172,0.0003565171,0.000197161,0.000186194,0.00009261125,0.000243382,0.0002621626,0.0002084623,0.0004602581],"category_scores_gemma":[0.0001106081,0.0001316678,0.0001609382,0.0002145694,0.0001578704,0.0001905821,0.00027908,0.0001707824,0.000156292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002239222,"about_ca_system_score_gemma":0.0001325325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006097633,"about_ca_topic_score_gemma":0.001503706,"domain_scores_codex":[0.9999232,0.000006003344,0.00000639702,0.00001942236,0.00003257706,0.00001235113],"domain_scores_gemma":[0.9999661,0.000005120975,0.000009881288,0.000004106402,0.000009227325,0.000005606325],"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":[0.00002119016,0.000004001216,0.0001878832,0.00003998711,0.000002593356,0.00002665828,0.000009083439,0.00005642901,0.9984475,0.00003292461,0.00002025959,0.001151451],"study_design_scores_gemma":[0.000001975436,0.00002996175,0.0003085142,0.00000114244,0.000002606128,0.00002498034,0.000007061326,0.0002331314,0.9989824,0.000004578947,0.0004026689,9.569188e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954117,0.0004277561,0.002588079,0.00003490423,0.00001637472,0.00001185448,0.0001351585,0.00008843432,0.001285877],"genre_scores_gemma":[0.9941392,0.0004181205,0.002682902,0.000011313,0.000002943105,0.000007086233,0.0001390472,0.00001661081,0.002582758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006097633,"threshold_uncertainty_score":0.001624644,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2736187611","doi":"10.18178/ijcea.2017.8.2.635","title":"A Mathematical Model for Analytical Fitting of Amino Acid Diamide Conformational Potential Energy Surfaces","year":2017,"lang":"en","type":"article","venue":"International Journal of Chemical Engineering and Applications","topic":"thermodynamics and calorimetric analyses","field":"Chemistry","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 Toronto","funders":"Advanced Science and Technology Institute; Szegedi Tudományegyetem","keywords":"Energy (signal processing); Chemistry; Biological system; Computational chemistry; Statistical physics; Thermodynamics; Physics; Biology; Quantum mechanics","authors":[{"name":"John Justine S. Villar","is_ca":true},{"name":"Anita Rágyanszki","is_ca":true},{"name":"David Setiadi","is_ca":true},{"name":"Béla Viskolcz","is_ca":true},{"name":"Imre G. Csizmadia","is_ca":true},{"name":"Adrian Roy L. Valdez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01071030789808787,"gpt":0.2576669311320255,"spread":0.2469566232339376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287488,0.0009656147,0.0007468787,0.001338411,0.0006734369,0.001341011,0.002333925,0.001872924,0.004473408],"category_scores_gemma":[0.00517961,0.000497305,0.001258896,0.001267692,0.0008691669,0.002076559,0.0008843485,0.002012502,0.001992711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085151,"about_ca_system_score_gemma":0.0009974508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002599439,"about_ca_topic_score_gemma":0.001206457,"domain_scores_codex":[0.9995179,0.0001317558,0.00002848989,0.00008153696,0.0001897356,0.00005058102],"domain_scores_gemma":[0.9989709,0.0005589139,0.00008754239,0.0001088825,0.0002407585,0.00003306326],"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":[0.00003345968,0.00005457527,0.0003776656,0.0002075997,0.00003301963,0.0002540016,0.0001549199,0.6777968,0.009644294,0.2858001,0.003150701,0.02249285],"study_design_scores_gemma":[0.000001943416,0.000009670145,0.0000472588,0.00001068141,0.000003696769,0.0000492159,0.000006955991,0.9721406,0.0005912679,0.02511471,0.002015784,0.000008232815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004089406,0.0003344687,0.989386,0.0003081417,0.00007506799,0.00004325514,0.0001040519,0.0002630097,0.005396693],"genre_scores_gemma":[0.4811878,0.003134498,0.4756775,0.000813879,0.0002952198,0.001230659,0.0008285991,0.001131822,0.03569998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004473408,"threshold_uncertainty_score":0.01496506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904092250","doi":"10.18178/ijcea.2018.9.1.690","title":"Yield Stress of Alcoflood and Xanthan Polymers Solutions and Their Emulsions with Crude Oil","year":2018,"lang":"en","type":"article","venue":"International Journal of Chemical Engineering and Applications","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Université de Montréal; University of Saskatchewan","funders":"","keywords":"Xanthan gum; Yield (engineering); Polymer; Stress (linguistics); Chemistry; Chemical engineering; Polymer science; Materials science; Rheology; Organic chemistry; Composite material; Engineering","authors":[{"name":"Mamdouh T. Ghannam","is_ca":true},{"name":"Abdulrazag Y. Zekri","is_ca":true},{"name":"Mohamed Y.E. Selim","is_ca":true},{"name":"Nabil Esmail","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009662120774764743,"gpt":0.201983727119442,"spread":0.1923216063446773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002920453,0.0004915925,0.0002259258,0.0003511538,0.0001955624,0.000219759,0.0001351989,0.0002380705,0.000786548],"category_scores_gemma":[0.000540718,0.00012952,0.0002356453,0.0004859584,0.0002002123,0.0003479873,0.0002562267,0.0005428197,0.0001181783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002154162,"about_ca_system_score_gemma":0.0001574582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007905244,"about_ca_topic_score_gemma":0.0009630821,"domain_scores_codex":[0.9997149,0.00003245481,0.00003273488,0.00005692847,0.0001207313,0.00004214726],"domain_scores_gemma":[0.9996368,0.00007800754,0.0001205502,0.00001513492,0.0001049245,0.00004459954],"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":[0.00007193703,0.00001523782,0.0004192546,0.00004228919,0.000006312394,0.00005269555,0.00007421468,0.00007327259,0.9978663,0.00003060737,0.00001315377,0.001334641],"study_design_scores_gemma":[0.000004329044,0.0002799448,0.003186919,0.000008336012,0.00001553896,0.00004514604,0.00006833238,0.0004643689,0.9954677,0.00002875124,0.0004233388,0.000007366874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957548,0.0008768112,0.002043069,0.00003823988,0.00001856957,0.00002538902,0.0001952795,0.0000243162,0.001023594],"genre_scores_gemma":[0.9931709,0.001387698,0.003221327,0.00003468261,0.00001352703,0.00006428765,0.0003187334,0.00002705577,0.00176194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007905244,"threshold_uncertainty_score":0.002631247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2736644714","doi":"10.18178/ijcea.2016.7.6.610","title":"Interactive Influence of Enzyme Loading and Initial Concentration of Fermentable Sugars on Simultaneous Saccharification and Fermentation of Cellulose to Ethanol","year":2016,"lang":"en","type":"article","venue":"International Journal of Chemical Engineering and Applications","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fermentation; Hydrolysis; Chemistry; Cellulose; Ethanol; Ethanol fermentation; Food science; Enzymatic hydrolysis; Enzyme; Pulp and paper industry; Ethanol fuel; Chromatography; Biochemistry","authors":[{"name":"Jalil Shadbahr","is_ca":true},{"name":"Faisal Khan","is_ca":true},{"name":"Yan Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006162477040141385,"gpt":0.2393023525663719,"spread":0.2331398755262306,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000366393,0.0006409895,0.0005371547,0.0002721401,0.000138752,0.0007417646,0.0002788047,0.0003986565,0.0006953729],"category_scores_gemma":[0.0008494164,0.0003333086,0.0003519939,0.0003724264,0.0002874421,0.000452528,0.0003319033,0.0004748045,0.0002275629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716605,"about_ca_system_score_gemma":0.0002999685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283565,"about_ca_topic_score_gemma":0.0016403,"domain_scores_codex":[0.9995791,0.0000938024,0.00005824446,0.00007445431,0.0001044452,0.00008984109],"domain_scores_gemma":[0.9994677,0.0002926291,0.00007289381,0.00002952581,0.00006036785,0.00007683666],"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":[0.0006792083,0.0001152942,0.0006122726,0.00007338724,0.00001789727,0.00006369164,0.00002756521,0.0003435776,0.9954497,0.00002274545,0.0000235684,0.002571051],"study_design_scores_gemma":[0.000009470695,0.0002329984,0.002176874,0.000005370784,0.00002250879,0.0000253454,0.0000211077,0.0009002705,0.9963981,0.00001034119,0.0001903615,0.000007237009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997636,0.0006988558,0.001016497,0.00002789763,0.00001718544,0.00001661195,0.00009468631,0.00002060997,0.0004716708],"genre_scores_gemma":[0.9965061,0.0006249286,0.002155213,0.00002344475,0.000006484496,0.00002284783,0.0001295998,0.00001373933,0.0005175475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001283565,"threshold_uncertainty_score":0.002552211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}