{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"a15a5cf909a2","filters":{"venue":"Xiandai huagong"}},"results":[{"id":"W2364795730","doi":"","title":"Advances in preparation of cycloolefin polymers by ring-opening metathetic polymerization","year":2007,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Synthetic Organic Chemistry Methods","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":"McMaster University","funders":"","keywords":"ROMP; Polymerization; Catalysis; Polymer; Polymer chemistry; Ring-opening polymerization; Chemistry; Materials science; Organic chemistry; Polymer science; Chemical engineering; Metathesis","authors":[{"name":"Zhu Shiping","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006858984723480899,"gpt":0.3008460534423423,"spread":0.2939870687188614,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005725205,0.0001858528,0.0002871604,0.00007548223,0.00004774653,0.00001816801,0.0001957667,0.0001389017,0.001308033],"category_scores_gemma":[0.0002669346,0.0002019108,0.00006938332,0.0002946786,0.00009123637,0.0002154444,0.00004311921,0.0001521568,0.000004947495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008456146,"about_ca_system_score_gemma":0.00004334511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006225482,"about_ca_topic_score_gemma":0.00001671283,"domain_scores_codex":[0.9984672,0.00003382895,0.000564288,0.0003374321,0.0002800258,0.0003172205],"domain_scores_gemma":[0.999093,0.0002125535,0.0002738303,0.000313162,0.00002837082,0.00007910958],"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":[0.00007928156,0.00005812236,0.001852916,0.00008350627,0.00001122058,0.000002841303,0.0006275809,0.00002482682,0.9348843,0.0000659392,0.000005546236,0.06230394],"study_design_scores_gemma":[0.0005614352,0.00001308015,0.0002172148,0.0001049375,0.00002720576,0.00001199853,0.0005728826,0.0003019405,0.9961147,0.00006765559,0.001808947,0.0001979837],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870257,0.003775971,0.01019208,0.00004610825,0.000102474,0.000076865,0.00001512982,0.00007072794,0.098695],"genre_scores_gemma":[0.9965491,0.0001212639,0.002335136,0.00001307766,0.00005811583,0.000007212311,0.00003454707,0.0000336975,0.0008478089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1095235,"threshold_uncertainty_score":0.9996049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2348977701","doi":"","title":"Summary and analysis of patents related to cellulosic ethanol","year":2008,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cellulosic ethanol; China; Index (typography); Business; Patent analysis; Agricultural economics; Political science; Engineering; Economics; Data science; Computer science; World Wide Web; Cellulose; Law; Chemical engineering","authors":[{"name":"Liping Duan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007789783011279612,"gpt":0.2144387410475522,"spread":0.2066489580362726,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008394197,0.00008072495,0.000152769,0.0001201655,0.00003625589,0.000003191647,0.00005263664,0.0000821253,0.00001188185],"category_scores_gemma":[0.00002910811,0.00007516913,0.00006618544,0.00033217,0.00003433875,0.000001839252,0.00003888969,0.0000416271,0.000002669797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003153846,"about_ca_system_score_gemma":0.000009923915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002652757,"about_ca_topic_score_gemma":0.000002875951,"domain_scores_codex":[0.999455,0.00001845562,0.0001473513,0.0002125316,0.00005784327,0.0001087624],"domain_scores_gemma":[0.9996854,0.000001422182,0.00003592382,0.0001812038,0.00004186117,0.00005417424],"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":[0.00001966306,0.00001925392,0.009378011,0.000008423823,0.0002209285,0.000001337767,0.0001153582,0.0003788452,0.9880986,0.000004614762,0.0004071841,0.001347753],"study_design_scores_gemma":[0.0002240717,0.00009165415,0.07615001,0.00001041092,0.0001893019,0.00001320058,0.00001430389,0.00007981298,0.9167634,0.000002383687,0.006316008,0.0001454416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984801,0.00078981,0.0002473793,0.00005210439,0.0001144996,0.00006908544,0.00001930385,0.000009926632,0.0002177343],"genre_scores_gemma":[0.9975972,0.0004233849,0.0003277281,0.00003343148,0.00004194194,0.000002798644,0.0001001057,0.000008565442,0.001464915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07133523,"threshold_uncertainty_score":0.3065308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2363527093","doi":"","title":"Influence of cyclopentane on supercritical solvent deasphalting behavior of Canadian oil sand bitumen","year":2011,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cyclopentane; Asphalt; Pentane; Solvent; Supercritical fluid; Chemistry; Oil sands; Organic chemistry; Chemical engineering; Materials science; Composite material","authors":[{"name":"Suoqi Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02182148909825958,"gpt":0.2460657464986288,"spread":0.2242442574003692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001397875,0.0001422431,0.0002896526,0.0002331979,0.00009388532,0.00001400409,0.0002345342,0.0001011432,0.0006510688],"category_scores_gemma":[0.00008883722,0.0001357773,0.0001056643,0.0002440462,0.0001275584,0.00009184814,0.00002932955,0.0001655082,0.00001068056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005877206,"about_ca_system_score_gemma":0.0001671412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06119427,"about_ca_topic_score_gemma":0.006074331,"domain_scores_codex":[0.9988199,0.00001381774,0.0003722461,0.0002314419,0.0002349521,0.0003276485],"domain_scores_gemma":[0.9993055,0.00003134397,0.0000521927,0.0002574506,0.000110329,0.0002431829],"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":[0.00005627289,0.0003489436,0.1824976,0.0004177021,0.00009966797,0.0001249668,0.001392842,0.00007298715,0.7932226,0.0001775902,0.00003146151,0.02155739],"study_design_scores_gemma":[0.0005573131,0.00005008875,0.02042602,0.0006001164,0.0002433186,0.00001928534,0.0005314205,0.00006792079,0.9765837,0.00001776963,0.0006351463,0.0002679191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930406,0.0001176584,0.000001146591,0.00003326942,0.0000146365,0.000004774206,0.00004509852,0.00001726221,0.0693601],"genre_scores_gemma":[0.9989087,0.00003535397,0.0001875362,0.00004324897,0.00003575877,0.0000105748,0.00001321778,0.00001662756,0.000748985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1833611,"threshold_uncertainty_score":0.9450573,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2362327147","doi":"","title":"Magneto-mechanical properties of micron Fe_3O_4/polyvinyl alcohol magnetic hydrogels prepared by freezing-thawing method","year":2008,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Characterization and Applications of Magnetic Nanoparticles","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":"Western University","funders":"","keywords":"Self-healing hydrogels; Polyvinyl alcohol; Materials science; Crystallization; Scanning electron microscope; Magnetite; Chemical engineering; Elongation; Vinyl alcohol; Magnetic nanoparticles; Composite material; Nanotechnology; Polymer; Polymer chemistry; Nanoparticle; Metallurgy","authors":[{"name":"Wan Wankei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01815057492879219,"gpt":0.2221203201165362,"spread":0.2039697451877441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000164009,0.0002382471,0.0003269203,0.00009450535,0.0001216224,0.00003618177,0.0002777938,0.0001170961,0.0003371329],"category_scores_gemma":[0.0000527699,0.0002380755,0.00009824202,0.0002686286,0.0001016784,0.0001573983,0.00006768182,0.0001398697,0.00005549235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003719408,"about_ca_system_score_gemma":0.00002774567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003721235,"about_ca_topic_score_gemma":0.000004387843,"domain_scores_codex":[0.9985362,0.00005326185,0.0005253708,0.0002979249,0.0002402811,0.0003470044],"domain_scores_gemma":[0.9992596,0.00004313626,0.00007506485,0.0004175328,0.00006993185,0.0001347266],"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":[0.00001776447,0.00006948969,0.000170631,0.00007349739,0.00001871728,0.000002294196,0.0004327629,0.0003451243,0.9864131,0.00006573289,0.00200288,0.01038803],"study_design_scores_gemma":[0.0007024747,0.00008094057,0.0003987848,0.00006240718,0.00003448307,0.00003765741,0.00008072821,0.01452148,0.9756131,0.00003638794,0.008132481,0.0002991168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896835,0.002979678,0.005425791,0.0001506771,0.0001388918,0.0004327947,0.00004153863,0.0003581847,0.0007889642],"genre_scores_gemma":[0.9909999,0.0002404586,0.007712897,0.00006217941,0.0000760836,0.00009214559,0.00002604324,0.00005782021,0.0007324687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01417636,"threshold_uncertainty_score":0.9708437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2379951358","doi":"","title":"Analysis of domestic synthetic fiber market in 2000","year":2001,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fiber; Quarter (Canadian coin); Synthetic fiber; Production (economics); China; Business; Domestic market; Product (mathematics); Commerce; Agricultural economics; Economics; International trade; Chemistry; Microeconomics; Geography; Mathematics","authors":[{"name":"Shu Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0118779404429812,"gpt":0.2420607762073146,"spread":0.2301828357643335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002788524,0.0001102649,0.0002730648,0.001540219,0.00006164084,0.00003988622,0.0001969518,0.00009034861,0.00548628],"category_scores_gemma":[0.0001204981,0.0001058038,0.0000905738,0.004259177,0.0001064016,0.0003064823,0.00007085983,0.0001282646,0.0001844131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002279905,"about_ca_system_score_gemma":0.00001352706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005445582,"about_ca_topic_score_gemma":0.0004298089,"domain_scores_codex":[0.9991523,0.000007096301,0.0003174532,0.0001870836,0.0001202255,0.0002158209],"domain_scores_gemma":[0.9994173,0.0000602195,0.0001372001,0.0002993393,0.00008085708,0.000005055786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003740207,0.0002337631,0.9584669,0.00005598835,0.0003851486,0.0000628205,0.00006198044,0.0002814787,0.000173704,0.01071225,0.004511279,0.02501724],"study_design_scores_gemma":[0.0007827122,0.00000966733,0.90789,0.00009910009,0.001058253,0.000005926957,0.000359982,0.01146607,0.00003442029,0.003059843,0.07486253,0.0003715451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.876543,0.00006677678,0.00008072767,0.001871802,0.00005749969,0.00009302291,0.00000288067,0.00007298442,0.1212113],"genre_scores_gemma":[0.9969369,0.00001262189,0.00006329564,0.0004775921,0.00006077392,0.00001428029,0.00002540149,0.00001156017,0.002397596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203939,"threshold_uncertainty_score":0.9954228,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2379355143","doi":"","title":"Cooperate with other countries to speedup development of plastic industry in China","year":2002,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Prairie Improvement Network","funders":"","keywords":"Speedup; China; Business; Computer science; History; Parallel computing; Archaeology","authors":[{"name":"Liao Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01126854154269947,"gpt":0.2288975212134247,"spread":0.2176289796707253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00007438211,0.00009940919,0.0002028709,0.0001472708,0.00004097503,0.000004283206,0.0000541331,0.001606467,0.0008804425],"category_scores_gemma":[0.00002984504,0.00006910477,0.00001431286,0.0002861282,0.00009319466,0.00002548975,0.00001913242,0.001600457,0.00009196049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002775695,"about_ca_system_score_gemma":0.0000576793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001361243,"about_ca_topic_score_gemma":0.00003648863,"domain_scores_codex":[0.9993857,0.000008234735,0.0001876166,0.0001395243,0.0001050063,0.000173962],"domain_scores_gemma":[0.9997414,0.00001639933,0.00003385,0.0001212478,0.00002867891,0.0000584723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002802103,0.001647383,0.8915064,0.0006853927,0.001195581,0.0006277712,0.03541584,0.001067873,0.02158298,0.004617433,0.01037319,0.02847808],"study_design_scores_gemma":[0.006937185,0.001111621,0.7112562,0.002638942,0.0001403972,0.0002148691,0.001099942,0.0003544036,0.1533352,0.00001540939,0.1222624,0.0006333835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903166,0.0002113663,0.000197604,0.004167997,0.00007380621,0.0001666494,0.000002077661,0.00003442507,0.004829466],"genre_scores_gemma":[0.9959304,0.00002432312,0.0008746441,0.0005086994,0.00002043376,0.00000624722,0.000001390372,0.00001198406,0.002621858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1802502,"threshold_uncertainty_score":0.9996896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2392670779","doi":"","title":"Study on solvent extraction process of Canada oil sands","year":2009,"lang":"en","type":"article","venue":"Xiandai huagong","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Naphtha; Oil sands; Extraction (chemistry); Solvent; Volume (thermodynamics); Cyclohexane; Chemistry; Solvent extraction; Chromatography; Pulp and paper industry; Process (computing); Asphalt; Chemical engineering; Materials science; Organic chemistry; Catalysis; Composite material","authors":[{"name":"MA Dong-qiang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01090573704073953,"gpt":0.2758972793726079,"spread":0.2649915423318683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001066515,0.000129779,0.0002162168,0.00004896076,0.0001259356,0.0000262959,0.0001344105,0.0000477021,0.0001628817],"category_scores_gemma":[0.00004091002,0.0001155971,0.00005773169,0.0001561339,0.00001261333,0.00006411848,0.000006017316,0.0001603071,0.000001619639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009444165,"about_ca_system_score_gemma":0.0002571801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007140946,"about_ca_topic_score_gemma":0.01160344,"domain_scores_codex":[0.9989249,0.000009697152,0.0002432661,0.0002266865,0.0003952304,0.0002002481],"domain_scores_gemma":[0.9994746,0.00002069361,0.0001496784,0.000207359,0.00007267411,0.00007499877],"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":[0.0005322914,0.004791551,0.04142293,0.0005998963,0.0005404147,0.0002864857,0.005522553,0.00344843,0.4761693,0.00003856589,0.002719162,0.4639285],"study_design_scores_gemma":[0.005131547,0.0006947702,0.05593632,0.001013167,0.000669578,0.00004136458,0.0269616,0.001660696,0.8975567,0.0001820436,0.008701951,0.001450283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9182261,0.00008969498,0.000009141119,0.0001856987,0.0000354292,0.000003738882,0.000006450814,0.00003376045,0.08140997],"genre_scores_gemma":[0.9904444,0.000005208049,0.000007565177,0.00005708516,0.00008030539,0.000005156569,0.00000899436,0.000008452719,0.009382804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4624782,"threshold_uncertainty_score":0.9994706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}