{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"d91f4145d5f0","filters":{"venue":"ChemBioEng Reviews"}},"results":[{"id":"W2092085160","doi":"10.1002/cben.201400030","title":"Morphology Control of Polysulfone Membranes in Filtration Processes: a Critical Review","year":2015,"lang":"en","type":"review","venue":"ChemBioEng Reviews","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":103,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Membrane; Polysulfone; Ultrafiltration (renal); Microfiltration; Fouling; Membrane fouling; Filtration (mathematics); Chemical engineering; Materials science; Permeation; Porosity; Membrane structure; Morphology (biology); Chemistry; Chromatography; Composite material; Engineering","authors":[{"name":"Amira Abdelrasoul","is_ca":true},{"name":"Huu Doan","is_ca":true},{"name":"Ali Lohi","is_ca":true},{"name":"Chil‐Hung Cheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09124459697854803,"gpt":0.3658598716024394,"spread":0.2746152746238914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009768151,0.001345012,0.001507866,0.002965996,0.0003967368,0.0009271781,0.0008937079,0.001116624,0.00201577],"category_scores_gemma":[0.0007178334,0.0005868196,0.0006560867,0.00322872,0.0005087982,0.001544753,0.0006997735,0.001296312,0.001329488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007174344,"about_ca_system_score_gemma":0.001068265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433066,"about_ca_topic_score_gemma":0.001812671,"domain_scores_codex":[0.9996964,0.00003875797,0.00004473289,0.00005771667,0.0001260249,0.00003652023],"domain_scores_gemma":[0.999491,0.0001831089,0.00008128421,0.00001476578,0.0001974569,0.00003246946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008297233,0.000175017,0.0002217769,0.03858191,0.0001419176,0.0002871411,0.0001238783,0.001144265,0.01162758,0.005343985,0.01671678,0.9255528],"study_design_scores_gemma":[0.00001951279,0.0003161518,0.0009793978,0.004438316,0.0002285994,0.00101376,0.00007763254,0.0003778027,0.006631991,0.001567904,0.9842955,0.00005348714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002489286,0.9988126,0.0002331077,0.00009918394,0.0001361232,0.000006493581,0.000008895468,0.000005065663,0.0004495852],"genre_scores_gemma":[0.001458076,0.9976391,0.0003176321,0.00008040378,0.0001003471,0.000008576248,0.00001796385,0.000001365361,0.0003766064],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002965996,"threshold_uncertainty_score":0.006743431,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3128013666","doi":"10.1002/cben.202100002","title":"A Review on Glassy and Rubbery Polymeric Membranes for Natural Gas Purification","year":2021,"lang":"en","type":"review","venue":"ChemBioEng Reviews","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polymer Research Technologies (Canada)","funders":"","keywords":"Membrane; Materials science; Gas separation; Polymer; Polymeric membrane; Chemical engineering; Natural gas; Synthetic membrane; Polymer science; Matrix (chemical analysis); Polymer chemistry; Composite material; Chemistry; Organic chemistry; Engineering","authors":[{"name":"Marjan Farnam","is_ca":true},{"name":"Hilmi Mukhtar","is_ca":false},{"name":"Azmi Mohd Shariff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05596746817866324,"gpt":0.3257542095307642,"spread":0.269786741352101,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004663224,0.001110695,0.001318446,0.003151526,0.0003525174,0.0008438882,0.0007644315,0.0008447426,0.004256235],"category_scores_gemma":[0.0004069405,0.0004639722,0.0007341519,0.003124963,0.0002345015,0.001371004,0.0005543946,0.001263345,0.002699168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004311308,"about_ca_system_score_gemma":0.000874974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000931609,"about_ca_topic_score_gemma":0.001480967,"domain_scores_codex":[0.9997972,0.0000268475,0.00002679179,0.00004028165,0.00008695752,0.00002194362],"domain_scores_gemma":[0.9997987,0.00008168293,0.00003681022,0.000007834351,0.00005801032,0.00001695117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007879933,0.0001598455,0.0001447544,0.06562024,0.0001735197,0.0003962236,0.000103133,0.0008297709,0.0174432,0.005969202,0.03721213,0.8718691],"study_design_scores_gemma":[0.000008571842,0.0001167074,0.0004396013,0.003399859,0.0001292715,0.0007360996,0.00003436197,0.0001134056,0.002973246,0.0009494316,0.9910743,0.00002513798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002336793,0.9980324,0.0002968252,0.000109169,0.0001469475,0.000007020182,0.0000399698,0.00001277235,0.001121169],"genre_scores_gemma":[0.0008442074,0.9976571,0.0003918455,0.0001036184,0.00007461509,0.00001044391,0.00005341539,0.000002625362,0.0008621333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004256235,"threshold_uncertainty_score":0.0142386,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056223468","doi":"10.1002/cben.201400026","title":"Current Progresses in Phytase Research: Three‐Dimensional Structure and Protein Engineering","year":2015,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Phytase and its Applications","field":"Agricultural and Biological Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"National Key Research and Development Program of China; Chinese Academy of Sciences","keywords":"Phytase; Thermostability; Monogastric; Protein engineering; Enzyme; Chemistry; Biochemistry; Biotechnology; Food science; Biology; Nutrient; Plant nutrition; Organic chemistry","authors":[{"name":"Chun‐Chi Chen","is_ca":false},{"name":"K.-J. Cheng","is_ca":true},{"name":"Tzu‐Ping Ko","is_ca":false},{"name":"Rey‐Ting Guo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1782011604415935,"gpt":0.3424739959789165,"spread":0.1642728355373231,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008548158,0.0006925777,0.0007701721,0.0009713119,0.0001873953,0.001359549,0.0005424838,0.000958269,0.001237049],"category_scores_gemma":[0.0004337076,0.0002897495,0.0005154572,0.001743609,0.0005289327,0.001397912,0.000545172,0.0008680901,0.001320181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006604396,"about_ca_system_score_gemma":0.0007781542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000703267,"about_ca_topic_score_gemma":0.0006554349,"domain_scores_codex":[0.9997759,0.00003582966,0.00003009458,0.00005097076,0.00008401911,0.00002303099],"domain_scores_gemma":[0.9997124,0.00009499711,0.00006095763,0.00001873352,0.00008355872,0.00002938294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002338152,0.0002563857,0.001235479,0.01347178,0.0001045695,0.0003148979,0.0001801945,0.002804762,0.2508815,0.01158398,0.006853667,0.712079],"study_design_scores_gemma":[0.00006481839,0.001043831,0.004151019,0.001691521,0.0003216552,0.002261936,0.0002899896,0.005981402,0.146998,0.01746468,0.8196199,0.0001111528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01278007,0.9700051,0.01137265,0.001540323,0.000234218,0.00001894677,0.000102589,0.00007935688,0.003866766],"genre_scores_gemma":[0.03688671,0.9513118,0.009013204,0.0004051796,0.000214661,0.00002674797,0.0003388143,0.00001650794,0.001786485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001359549,"threshold_uncertainty_score":0.004791796,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386253629","doi":"10.1002/cben.202300014","title":"Recent Developments in Biobased Foams and Foam Composites for Construction Applications","year":2023,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Cellulose; Fire retardant; Commercialization; Nanofiber; Composite material; Business; Chemical engineering; Engineering","authors":[{"name":"Glen Cletus DSouza","is_ca":true},{"name":"Harrison Ng","is_ca":true},{"name":"Paul A. Charpentier","is_ca":true},{"name":"Chunbao Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04516625319491671,"gpt":0.3047357369783366,"spread":0.2595694837834198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007168036,0.0005221377,0.0003750423,0.001128217,0.0001518458,0.000724114,0.0003117149,0.0007982928,0.00216784],"category_scores_gemma":[0.0004487924,0.0003273895,0.0003736592,0.001208254,0.0002903576,0.0008934005,0.0003519195,0.0008355504,0.001299194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003749274,"about_ca_system_score_gemma":0.0003107266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002837884,"about_ca_topic_score_gemma":0.0005223159,"domain_scores_codex":[0.9998221,0.00002894818,0.00002062812,0.0000365329,0.00007086297,0.00002094697],"domain_scores_gemma":[0.9996228,0.0001535298,0.0000720805,0.00001315814,0.0001134757,0.00002490802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000137506,0.0002753809,0.0005871554,0.01813844,0.00009118891,0.0005857153,0.0002646423,0.002234247,0.1793651,0.01518876,0.01190254,0.7712293],"study_design_scores_gemma":[0.00001398429,0.0008435069,0.001558661,0.001232314,0.00009445779,0.00185282,0.0001332178,0.001440777,0.08954953,0.002811958,0.9004121,0.00005681172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006898334,0.9795824,0.003434523,0.0004314116,0.0002872564,0.00001999441,0.00004939465,0.00003663463,0.009260098],"genre_scores_gemma":[0.03745033,0.9509366,0.006058235,0.0004989916,0.000466029,0.00003542258,0.0001345028,0.00001692509,0.004403113],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00216784,"threshold_uncertainty_score":0.007252157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391381424","doi":"10.1002/cben.202300049","title":"Risk Identification and Safety Technology for Hydrogen Production from Natural Gas Reforming","year":2024,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Wuhan University of Science and Technology; Wuhan University; Shuangchuang Program of Jiangsu Province; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Production (economics); Natural gas; Identification (biology); Hydrogen production; Environmental science; Business; Waste management; Hydrogen; Engineering; Chemistry; Economics","authors":[{"name":"Lele Feng","is_ca":false},{"name":"Y. T. Gu","is_ca":false},{"name":"Jiabao Pang","is_ca":false},{"name":"Liangliang Jiang","is_ca":true},{"name":"Jie Liu","is_ca":false},{"name":"Hang Zhou","is_ca":false},{"name":"Biao Wang","is_ca":false},{"name":"Saeideh Babaee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04990497781631383,"gpt":0.3629916928214081,"spread":0.3130867150050943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057779,0.0008543269,0.0007076272,0.001656288,0.0004181006,0.001944073,0.0005872418,0.0008272821,0.001563419],"category_scores_gemma":[0.00354366,0.0003340674,0.0009166158,0.0005536299,0.0007618255,0.001400566,0.001044262,0.000873446,0.000245094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472171,"about_ca_system_score_gemma":0.001391004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001427321,"about_ca_topic_score_gemma":0.0007600504,"domain_scores_codex":[0.9984572,0.0005788496,0.00007592166,0.0001957583,0.0005899082,0.0001023212],"domain_scores_gemma":[0.9983859,0.0009614457,0.0002407933,0.00007416826,0.0002946078,0.00004314133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004109644,0.0002638581,0.01101026,0.001310871,0.0002531883,0.0007878166,0.0003835954,0.3439344,0.02761489,0.3471191,0.004179839,0.2627312],"study_design_scores_gemma":[0.00002622853,0.000385075,0.003236695,0.0001588763,0.0001441556,0.0005153232,0.0002725807,0.808,0.02244519,0.1532473,0.01148195,0.0000866097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05196825,0.005098188,0.9324996,0.001096626,0.00008223331,0.0001681118,0.000126789,0.0001591347,0.008801074],"genre_scores_gemma":[0.8515931,0.005438039,0.1374641,0.000128087,0.0001458061,0.0001795789,0.000260351,0.0000312714,0.004759682],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002057779,"threshold_uncertainty_score":0.01088268,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2500209307","doi":"10.1002/cben.201600008","title":"Cultivation of Microalgae in Municipal Wastewater and Conversion by Hydrothermal Carbonization: A Review","year":2016,"lang":"en","type":"review","venue":"ChemBioEng Reviews","topic":"Algal biology and biofuel production","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrothermal carbonization; Wastewater; Biomass (ecology); Biochar; Environmental science; Carbonization; Waste management; Sewage treatment; Resource recovery; Phosphorus; Pulp and paper industry; Environmental engineering; Adsorption; Chemistry; Ecology; Biology; Engineering; Pyrolysis","authors":[{"name":"Benjamin Hupfauf","is_ca":false},{"name":"Michael Süß","is_ca":true},{"name":"A. Dumfort","is_ca":false},{"name":"Heidrun Fuessl‐Le","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03094973725332088,"gpt":0.291275363382024,"spread":0.2603256261287031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003851777,0.0009408973,0.001064311,0.002433423,0.0002433331,0.0008326402,0.0005382767,0.0006516712,0.002032557],"category_scores_gemma":[0.0003889634,0.0003310538,0.0004922335,0.003461477,0.000226712,0.0009509515,0.0004567883,0.0007053995,0.0012173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481861,"about_ca_system_score_gemma":0.0006748404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009621007,"about_ca_topic_score_gemma":0.001374315,"domain_scores_codex":[0.9998373,0.00001478057,0.00002131681,0.0000375873,0.00007099656,0.00001790111],"domain_scores_gemma":[0.999754,0.00009536752,0.00004894276,0.000007345332,0.00007161331,0.00002268701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007584962,0.000155698,0.0004047067,0.03937506,0.0001443847,0.000326439,0.00008657541,0.001006162,0.01301106,0.003476901,0.01507739,0.9268597],"study_design_scores_gemma":[0.00001238026,0.0001844413,0.001471771,0.004087671,0.0001931355,0.001003395,0.00009427487,0.0003144111,0.005269912,0.001503651,0.9858257,0.0000391542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005484674,0.9977838,0.0003013833,0.0001212249,0.0001248342,0.000005071524,0.00002368651,0.000008115107,0.001083454],"genre_scores_gemma":[0.001896053,0.9970913,0.0003353946,0.00005936395,0.00006648624,0.000005746904,0.00003248558,0.000001839833,0.0005113019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002433423,"threshold_uncertainty_score":0.006799579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200332889","doi":"10.1002/cben.202100025","title":"Oil Cakes as Sustainable Agro‐Industrial Feedstock for Biocarbon Materials","year":2021,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science; Ontario Ministry of Agriculture, Food and Rural Affairs; University Grants Commission of Bangladesh; University of Guelph","keywords":"Raw material; Biochar; Environmental science; Waste management; Carbon fibers; Oil production; Pulp and paper industry; Materials science; Pyrolysis; Petroleum engineering; Composite number; Engineering; Chemistry; Composite material","authors":[{"name":"M. Siva Sankari","is_ca":false},{"name":"Singaravelu Vivekanandhan","is_ca":false},{"name":"Manjusri Misra","is_ca":true},{"name":"Amar K. Mohanty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04325305838215834,"gpt":0.2610726820071476,"spread":0.2178196236249893,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001117798,0.0004163453,0.0002262149,0.0005693468,0.0002061569,0.0004889849,0.0001842994,0.0004569834,0.002100724],"category_scores_gemma":[0.0001113987,0.0001257496,0.000195012,0.0004293064,0.0001751433,0.0004326647,0.0003787722,0.0003962608,0.001093802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004348408,"about_ca_system_score_gemma":0.0002367354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004882093,"about_ca_topic_score_gemma":0.001500063,"domain_scores_codex":[0.9999021,0.00001315261,0.000006358233,0.00002046228,0.00003909575,0.00001887735],"domain_scores_gemma":[0.9999573,0.00001125641,0.000007172668,0.000003493826,0.00001353659,0.000007136914],"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":[0.0001525984,0.00007579145,0.0004248084,0.003566215,0.00005263551,0.0006780286,0.00007965109,0.001931633,0.882369,0.01973264,0.002508763,0.0884283],"study_design_scores_gemma":[0.00001387011,0.0002235399,0.001219784,0.0004156747,0.00004247035,0.0005981904,0.0001006688,0.002003697,0.7257625,0.003981489,0.2656075,0.00003060279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3209931,0.5768818,0.02014186,0.001407071,0.001312314,0.0001279392,0.0005794736,0.0002339106,0.07832256],"genre_scores_gemma":[0.7778454,0.1801469,0.01254073,0.0002964566,0.0001668765,0.00005968635,0.0002758011,0.00006338244,0.02860469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002100724,"threshold_uncertainty_score":0.007027686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404108062","doi":"10.1002/cben.202400022","title":"Microbial Dynamics and Quality Monitoring in Biopharmaceutical Production","year":2024,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Biopharmaceutical; Production (economics); Quality (philosophy); Biochemical engineering; Business; Biotechnology; Computer science; Engineering; Biology; Economics; Microeconomics","authors":[{"name":"Rosha Pashang","is_ca":false},{"name":"Kimberley Gilbride","is_ca":true},{"name":"Jannis Wenk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0366026470430281,"gpt":0.3357618120208849,"spread":0.2991591649778568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001392026,0.0003539376,0.0004188915,0.001178354,0.0001483771,0.001368867,0.0002558242,0.0006640282,0.0003094459],"category_scores_gemma":[0.001209461,0.0002082477,0.0003457995,0.0009868155,0.0003938169,0.0007308421,0.0004673046,0.0006680813,0.0001775763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007050756,"about_ca_system_score_gemma":0.0003671598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300396,"about_ca_topic_score_gemma":0.000876674,"domain_scores_codex":[0.9989676,0.0002638231,0.00006695042,0.0001753204,0.0004698018,0.00005652327],"domain_scores_gemma":[0.9990777,0.0002604621,0.0003373234,0.00002728272,0.0002578074,0.0000394161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000229129,0.000100729,0.02388872,0.001294561,0.0001148415,0.0001358415,0.0001137011,0.003530148,0.8797411,0.001872287,0.0005734247,0.0884055],"study_design_scores_gemma":[0.00001986267,0.000842069,0.08743955,0.000453384,0.0002170998,0.0006394148,0.0004440015,0.03276278,0.8534498,0.004194695,0.01944448,0.00009302584],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6698666,0.2242527,0.09136156,0.001719726,0.0002512583,0.000143236,0.0009716499,0.0002374533,0.01119578],"genre_scores_gemma":[0.9443199,0.03400908,0.01983241,0.0002424299,0.00007130764,0.00004067756,0.0002554136,0.00002155459,0.001207255],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001392026,"threshold_uncertainty_score":0.007361829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366528586","doi":"10.1002/cben.202200012","title":"Overview of Fouling – An Industrial Jeopardy","year":2023,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Membrane Separation Technologies","field":"Environmental Science","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 Waterloo","funders":"","keywords":"Fouling; Biochemical engineering; Membrane fouling; Environmental science; Process engineering; Forensic engineering; Computer science; Membrane; Engineering; Chemistry","authors":[{"name":"Anish Unnikrishnan","is_ca":true},{"name":"Lavanya Mulky","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2594562719500751,"gpt":0.3675972975796725,"spread":0.1081410256295974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009923248,0.001138785,0.001231264,0.004136845,0.0006659895,0.002090001,0.001255749,0.001862129,0.005025592],"category_scores_gemma":[0.0007680379,0.0005763895,0.0006148797,0.003399154,0.0008343979,0.003077661,0.001390387,0.002648953,0.004706686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127197,"about_ca_system_score_gemma":0.001123233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338162,"about_ca_topic_score_gemma":0.001232399,"domain_scores_codex":[0.9993402,0.00009985036,0.00005838072,0.000123283,0.0003089177,0.0000693648],"domain_scores_gemma":[0.9993836,0.0001900032,0.00006443563,0.00004555404,0.000255637,0.0000607891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001217574,0.0001666949,0.000326989,0.01336558,0.00006315232,0.0003307393,0.0002031076,0.001428055,0.01084413,0.03524517,0.08649734,0.8514073],"study_design_scores_gemma":[0.000001673593,0.00009264551,0.0002694296,0.001374463,0.00001649734,0.0003988958,0.00005338185,0.0001715828,0.001374707,0.004562878,0.9916691,0.00001480642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006153146,0.9862704,0.001681078,0.001388967,0.001070325,0.00001184265,0.00006339415,0.00006286633,0.008835841],"genre_scores_gemma":[0.00479591,0.9818423,0.002254082,0.001430354,0.001288901,0.00002271159,0.0002172306,0.00002871838,0.008119832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005025592,"threshold_uncertainty_score":0.01681226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413182126","doi":"10.1002/cben.70025","title":"Research Progress of Microwave Modification Technology for Underground Coal Seam","year":2025,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Mining and Gasification Technologies","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 Calgary","funders":"National Natural Science Foundation of China","keywords":"Coal; Coal mining; Mining engineering; Engineering; Microwave; Construction engineering; Waste management; Telecommunications","authors":[{"name":"Jie Dong","is_ca":false},{"name":"Y. T. Gu","is_ca":false},{"name":"Biao Wang","is_ca":false},{"name":"Liangliang Jiang","is_ca":true},{"name":"Lele Feng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1050025749657756,"gpt":0.394144259161864,"spread":0.2891416841960884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004671357,0.0002731586,0.0002220879,0.0004076753,0.0001521476,0.0003864038,0.0003056772,0.0003455316,0.0009024389],"category_scores_gemma":[0.0002777806,0.0001293757,0.0003042691,0.0005875169,0.0002229155,0.000658937,0.0002232186,0.0002832407,0.0002264888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324181,"about_ca_system_score_gemma":0.0002848396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007223763,"about_ca_topic_score_gemma":0.0004910565,"domain_scores_codex":[0.9998355,0.00002190147,0.000009576643,0.00004018509,0.00007201186,0.00002085644],"domain_scores_gemma":[0.9999033,0.00002430543,0.00002015154,0.00001262859,0.00003302113,0.000006563178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001515836,0.0001049127,0.003921764,0.001931954,0.0000578225,0.0002634886,0.0002832214,0.007128539,0.7427213,0.01113292,0.001725095,0.2305775],"study_design_scores_gemma":[0.00003058721,0.0008504824,0.01003055,0.0001260924,0.0001542845,0.0005929318,0.0002221701,0.03770646,0.8477589,0.002011689,0.1004676,0.00004818338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7533946,0.1249514,0.08319236,0.001452093,0.0004141402,0.00010822,0.0001455499,0.0002953199,0.03604638],"genre_scores_gemma":[0.9444231,0.03706143,0.01360396,0.0001348742,0.0001070757,0.00002815948,0.0000740554,0.00002268749,0.004544554],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0009024389,"threshold_uncertainty_score":0.00313741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}