{"meta":{"query_hash":"7976cd1f08f6","filters":{"venue":"Catalysis Reviews"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/7976cd1f08f6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Catalysis+Reviews"},"results":[{"id":"W2158953298","doi":"10.1081/cr-120001460","title":"Multiphase catalytic reactors: a perspective on current knowledge and future trends","year":2002,"lang":"en","type":"article","venue":"Catalysis Reviews","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":360,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Countercurrent exchange; Chemical reactor; Multiphase flow; Slurry; Process engineering; Trickle-bed reactor; Bubble column reactor; Bubble; Flow (mathematics); Phase (matter); Environmental science; Nuclear engineering; Waste management; Chemistry; Catalysis; Mechanics; Chemical engineering; Engineering; Gas bubble; Environmental engineering; Thermodynamics; Physics","score_opus":0.032226116283331274,"score_gpt":0.29003443370041265,"score_spread":0.2578083174170814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158953298","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009052965,0.9234642,0.00026180976,0.00040902532,0.001561051,0.00051492255,0.00005584562,0.0003749567,0.06430523],"genre_scores_gemma":[0.6107972,0.38499883,0.00016587957,0.00006915486,0.002114628,0.00026172755,0.00020670603,0.00010456284,0.0012813217],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989046,0.000045235873,0.0003405833,0.00032449682,0.000111867215,0.00027324125],"domain_scores_gemma":[0.99923885,0.0000435344,0.000023907793,0.00043920428,0.00003470008,0.0002198254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016500373,0.00029427497,0.0005288863,0.0002244028,0.000053530694,0.000027374435,0.0001380548,0.000079652666,0.0002058699],"category_scores_gemma":[0.000041467803,0.00023332919,0.00020323682,0.00048453064,0.000042685577,0.00011635887,0.00001328727,0.00028516192,0.0005064711],"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":[0.000001888591,0.00012778997,0.000022045639,0.00023639093,0.0000458251,0.000006275794,0.0050654653,0.0000034524503,0.00018566549,0.00019741313,0.02905736,0.9650504],"study_design_scores_gemma":[0.00033065226,0.000030417903,0.00009466373,0.00011730625,0.00017905436,0.0000075755224,0.00011291009,0.0012467145,0.00038051227,0.000009024222,0.99721104,0.0002801366],"about_ca_topic_score_codex":0.0000068164904,"about_ca_topic_score_gemma":0.00003859482,"teacher_disagreement_score":0.96815366,"about_ca_system_score_codex":0.00016859343,"about_ca_system_score_gemma":0.0000048705424,"threshold_uncertainty_score":0.95148885},"labels":[],"label_agreement":null},{"id":"W2925123692","doi":"10.1080/01614940.2011.596429","title":"Diesel Oxidation Catalysts","year":2011,"lang":"en","type":"article","venue":"Catalysis Reviews","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":393,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Diesel fuel; Catalysis; Hydrocarbon; Diesel exhaust; Reactivity (psychology); Dissolved organic carbon; Chemistry; Chemical engineering; Work (physics); Catalytic oxidation; Environmental science; Environmental chemistry; Waste management; Organic chemistry; Engineering; Mechanical engineering","score_opus":0.07536437137317427,"score_gpt":0.2724858171779519,"score_spread":0.19712144580477764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2925123692","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":[0.9248025,0.018605849,0.014043723,0.00014945236,0.002584268,0.0014423226,0.000043944525,0.0005434488,0.037784517],"genre_scores_gemma":[0.98627114,0.0015317444,0.01031349,0.0002903804,0.00016785832,0.00023310776,0.00010581627,0.000029856474,0.0010565955],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99771106,0.00010886524,0.00076979457,0.0006496297,0.0003490547,0.00041161274],"domain_scores_gemma":[0.99808997,0.0000381631,0.0004255364,0.0011673872,0.000121974896,0.000156981],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019347024,0.00025036422,0.0005672616,0.00012299554,0.000176415,0.00010617924,0.0010730583,0.00006752771,0.0025193747],"category_scores_gemma":[0.0008091456,0.0001956999,0.0001567205,0.0006585755,0.0002646228,0.00080449914,0.00028062065,0.00006971149,0.011869609],"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":[0.0000096745325,0.0000740298,0.00011072025,0.00015875425,0.000006292393,0.000006821364,0.0010061817,5.9386525e-7,0.9864493,0.00048706983,0.0036420524,0.008048531],"study_design_scores_gemma":[0.000101016456,0.000024134337,0.000362477,0.000065470354,0.00009415848,0.000028025957,0.000047589325,0.000014537849,0.9545451,0.0007988478,0.043603823,0.00031481578],"about_ca_topic_score_codex":0.0001283581,"about_ca_topic_score_gemma":0.000034073782,"teacher_disagreement_score":0.061468676,"about_ca_system_score_codex":0.00008228077,"about_ca_system_score_gemma":0.00006329981,"threshold_uncertainty_score":0.99839246},"labels":[],"label_agreement":null},{"id":"W4389096837","doi":"10.1080/01614940.2023.2275093","title":"Thermochemical conversion of biomass to fuels and chemicals: a review of catalysts, catalyst stability, and reaction mechanisms","year":2023,"lang":"en","type":"review","venue":"Catalysis Reviews","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"FPInnovations; University of British Columbia","funders":"Mitacs","keywords":"Catalysis; Biomass gasification; Biomass (ecology); Waste management; Syngas; Chemistry; tar (computing); Natural gas; Chemical engineering; Environmental science; Engineering; Biofuel; Organic chemistry; Computer science","score_opus":0.06782634917843772,"score_gpt":0.3319708505358419,"score_spread":0.2641445013574042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389096837","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030337845,0.9966216,0.00008460491,0.000027368444,0.000092890106,0.0024883528,0.00018536161,0.00009465508,0.000101755315],"genre_scores_gemma":[0.000083317755,0.9967057,0.00033530864,0.000021825788,0.00006492085,0.00040209334,0.0021380787,0.00015963911,0.000089085974],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99381286,0.00023052646,0.003552376,0.0012659046,0.0006314123,0.0005068952],"domain_scores_gemma":[0.9949719,0.00057758595,0.0019592398,0.001830487,0.0002162376,0.0004445746],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002921198,0.00097169133,0.007622832,0.0005969923,0.000050381386,0.000012775569,0.0007107225,0.0005684849,0.000040978008],"category_scores_gemma":[0.0028031992,0.00074772915,0.0014961942,0.0024318267,0.00021691783,0.00018823943,0.0009890898,0.00053439435,0.00009804],"study_design_candidate":"systematic_review","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":[0.000004850541,0.000044865865,4.861666e-7,0.59168655,0.00044507673,0.0000040338123,0.00007882199,3.6457584e-9,0.19963445,0.000028289955,0.00013036259,0.20794219],"study_design_scores_gemma":[0.00022282367,0.000055384884,2.8754928e-7,0.24899915,0.008111961,0.00013940649,0.000040490428,0.0000046991004,0.25901997,0.000026611831,0.4824045,0.0009747125],"about_ca_topic_score_codex":0.00019717998,"about_ca_topic_score_gemma":0.00000529331,"teacher_disagreement_score":0.48227414,"about_ca_system_score_codex":0.0003541693,"about_ca_system_score_gemma":0.00011753713,"threshold_uncertainty_score":0.99949735},"labels":[],"label_agreement":null},{"id":"W4399382600","doi":"10.1080/01614940.2024.2354699","title":"Unimolecular and bimolecular reactions of organic intermediates on metal oxide catalysts: an update","year":2024,"lang":"en","type":"article","venue":"Catalysis Reviews","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Basic Energy Sciences; Directorate for Geosciences; U.S. Department of Energy; Office of Science; National Science Foundation","keywords":"Catalysis; Chemistry; Metal; Oxide; Photochemistry; Organic chemistry","score_opus":0.013728799487561345,"score_gpt":0.2675040465789561,"score_spread":0.25377524709139476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399382600","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":[0.9230658,0.058560222,0.014908515,0.000499413,0.00033557537,0.00064873527,0.00011202197,0.00042234684,0.0014474051],"genre_scores_gemma":[0.98980933,0.0075867902,0.00044500185,0.00010320452,0.00007801619,0.000072021554,0.0012861028,0.000059647446,0.000559899],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99838924,0.00006355834,0.00069235323,0.0004765681,0.00019490047,0.00018337127],"domain_scores_gemma":[0.9988324,0.000078502744,0.00013886033,0.00072848256,0.00006077835,0.0001609865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037735552,0.00024645124,0.00056690426,0.00036192592,0.000056403445,0.00006171139,0.000200302,0.000084031424,0.00024048907],"category_scores_gemma":[0.00031501584,0.00020438731,0.00034910548,0.0009924619,0.000073094685,0.00027965952,0.00006916203,0.00023901464,0.0003359352],"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":[0.000003388115,0.00007798282,0.00002100319,0.00029029127,0.00029748486,0.000014503378,0.000098228156,0.00006722186,0.9888851,0.0020659887,0.00041471745,0.0077640936],"study_design_scores_gemma":[0.00013804628,0.00003824917,0.00006298011,0.00035058398,0.0011747025,0.00004129677,0.0000849058,0.0033942875,0.6156586,0.00008393902,0.37859932,0.0003730755],"about_ca_topic_score_codex":0.00006476749,"about_ca_topic_score_gemma":0.000043063603,"teacher_disagreement_score":0.37818462,"about_ca_system_score_codex":0.00007139448,"about_ca_system_score_gemma":0.000027436325,"threshold_uncertainty_score":0.8334673},"labels":[],"label_agreement":null}]}