{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1053,"total_is_capped":false,"direct_labels_cover":3,"predictions_cover":1053,"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":"6aeae5d5b219","filters":{"topic":"Water Quality Monitoring and Analysis"}},"results":[{"id":"W3132104108","doi":"10.1016/j.trac.2021.116223","title":"White Analytical Chemistry: An approach to reconcile the principles of Green Analytical Chemistry and functionality","year":2021,"lang":"en","type":"article","venue":"TrAC Trends in Analytical Chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1183,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Uniwersytet Jagielloński w Krakowie; Narodowym Centrum Nauki","keywords":"Green chemistry; Chemistry; Extension (predicate logic); Coherence (philosophical gambling strategy); Biochemical engineering; Quality (philosophy); Computer science; Nanotechnology; Management science; Mathematics; Engineering; Materials science; Epistemology; Organic chemistry; Statistics; Philosophy","authors":[{"name":"Paweł Mateusz Nowak","is_ca":false},{"name":"Renata Wietecha‐Posłuszny","is_ca":false},{"name":"Janusz Pawliszyn","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05710745691091379,"gpt":0.2923378067356056,"spread":0.2352303498246918,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009092592,0.001813782,0.001425402,0.005296599,0.002387723,0.009745874,0.003728973,0.00346921,0.004757855],"category_scores_gemma":[0.006243572,0.0009028001,0.001368633,0.002373462,0.01690223,0.01037881,0.009694518,0.006642551,0.002102177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003481654,"about_ca_system_score_gemma":0.004307183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188111,"about_ca_topic_score_gemma":0.001665261,"domain_scores_codex":[0.9934291,0.002192038,0.0002754642,0.0008688287,0.002889475,0.0003450535],"domain_scores_gemma":[0.996415,0.001402308,0.0003480404,0.0007135934,0.0008698177,0.0002512097],"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":[0.0000231935,0.00004244026,0.0001736049,0.0003137209,0.00002450346,0.0001628364,0.0004761751,0.001478869,0.005562111,0.9462197,0.00319033,0.04233245],"study_design_scores_gemma":[0.00001216201,0.0001442279,0.0001790087,0.0003019819,0.00002860642,0.0007023145,0.0004252982,0.009729058,0.01087585,0.7607964,0.2167144,0.00009068266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003273288,0.006544445,0.9106996,0.006712807,0.002148483,0.0002480406,0.00006708458,0.0006689515,0.0696373],"genre_scores_gemma":[0.1199287,0.01040743,0.8220175,0.006445004,0.001750186,0.0008825436,0.0001307713,0.000688012,0.03774981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009745874,"threshold_uncertainty_score":0.04808676,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002372474","doi":"10.1021/es032433i","title":"Peer Reviewed: Equilibrium Sampling Devices","year":2003,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":333,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Altmetrics; Citation; Computer science; Social media; Reuse; Sampling (signal processing); World Wide Web; Icon; Information retrieval; Library science; Telecommunications; Engineering","authors":[{"name":"Philipp Mayer","is_ca":false},{"name":"Johannes Tolls","is_ca":false},{"name":"Joop L. M. Hermens","is_ca":false},{"name":"Donald Mackay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02219408755608901,"gpt":0.2711547938116387,"spread":0.2489607062555496,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005697119,0.001309198,0.001652656,0.005002119,0.00287318,0.005609832,0.002473385,0.003006939,0.7625512],"category_scores_gemma":[0.02053201,0.001272103,0.000822696,0.002667915,0.0007812287,0.004267207,0.004767539,0.002750599,0.7166628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172453,"about_ca_system_score_gemma":0.004417296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320848,"about_ca_topic_score_gemma":0.004092036,"domain_scores_codex":[0.9936711,0.0009631278,0.0006637793,0.000959679,0.003038646,0.0007037482],"domain_scores_gemma":[0.9793144,0.002318947,0.0005287553,0.002865332,0.01230304,0.002669524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009934931,0.00009959643,0.0006157451,0.0002331241,0.000007802796,0.0000591745,0.00009864567,0.0000243044,0.002113461,0.001061892,0.9280613,0.06752547],"study_design_scores_gemma":[0.00004881362,0.00007823117,0.001378997,0.0001161892,0.000007592059,0.00006124592,0.0001297844,0.0001099997,0.001834857,0.0006882518,0.9955265,0.00001947267],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01086776,0.002626529,0.02208087,0.01406698,0.0363585,0.01463982,0.06473351,0.02597525,0.8086508],"genre_scores_gemma":[0.01253267,0.001601288,0.01799885,0.002046263,0.003256318,0.006064788,0.02189707,0.00470383,0.9298989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7625512,"threshold_uncertainty_score":0.3386919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1979987292","doi":"10.1021/es010941r","title":"Environmental Remediation by an Integrated Microwave/UV-Illumination Method. 1. Microwave-Assisted Degradation of Rhodamine-B Dye in Aqueous TiO<sub>2</sub> Dispersions","year":2002,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":220,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Research Promotion Foundation","keywords":"Rhodamine B; Aqueous solution; Photochemistry; Photocatalysis; Microwave; Degradation (telecommunications); Radical; Chemistry; Decomposition; Benzoic acid; Photodegradation; Oxygen; Rhodamine; Cationic polymerization; Fluorescence; Catalysis; Organic chemistry; Optics","authors":[{"name":"Satoshi Horikoshi","is_ca":false},{"name":"Hisao Hidaka","is_ca":false},{"name":"Nick Serpone","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01072467304709893,"gpt":0.2288045004562688,"spread":0.2180798274091699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001410378,0.0004354327,0.0003719968,0.0001789268,0.0001489843,0.000353048,0.000316104,0.0003975474,0.0007207061],"category_scores_gemma":[0.0002423241,0.0002123449,0.0002756902,0.0001622903,0.0002021562,0.0002075721,0.0002279837,0.0004643263,0.0002897246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340981,"about_ca_system_score_gemma":0.0001883036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000933791,"about_ca_topic_score_gemma":0.001409986,"domain_scores_codex":[0.99981,0.00002741164,0.00001177643,0.00006696829,0.00005505374,0.00002873965],"domain_scores_gemma":[0.9999113,0.00001684456,0.00002776891,0.00001089095,0.00002509743,0.000008011722],"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":[0.00002801838,0.000008320186,0.00006973725,0.00004051191,0.000006026441,0.000008617927,0.000004570186,0.00005546772,0.9980041,0.0000113165,0.000008222132,0.001754891],"study_design_scores_gemma":[0.000004416539,0.0001187021,0.0007933326,0.000002547157,0.00001516278,0.00005727368,0.000004563546,0.000312839,0.9981045,0.000005799837,0.0005783405,0.000002568934],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561421,0.004740858,0.03654415,0.00008527459,0.00005640543,0.00008875639,0.0002353286,0.0003573678,0.001749704],"genre_scores_gemma":[0.9663384,0.001858558,0.02895399,0.00004306714,0.00001880151,0.00004183983,0.0002472809,0.00004423792,0.002453848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000933791,"threshold_uncertainty_score":0.002411008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2005800532","doi":"10.1016/j.watres.2009.09.036","title":"Identifying fouling events in a membrane-based drinking water treatment process using principal component analysis of fluorescence excitation-emission matrices","year":2009,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":210,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Sciences and Engineering Research Council; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Water Network","keywords":"Fouling; Ultrafiltration (renal); Membrane fouling; Nanofiltration; Filtration (mathematics); Chemistry; Membrane; Principal component analysis; Effluent; Water treatment; Dissolved organic carbon; Particulates; Environmental chemistry; Chromatography; Environmental science; Pulp and paper industry; Environmental engineering","authors":[{"name":"Ramila H. Peiris","is_ca":true},{"name":"Cynthia Hallé","is_ca":true},{"name":"Hector Budman","is_ca":true},{"name":"Christine Moresoli","is_ca":true},{"name":"Sigrid Peldszus","is_ca":true},{"name":"Peter M. Huck","is_ca":true},{"name":"Raymond L. Legge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1233699605232035,"gpt":0.4058756522932605,"spread":0.282505691770057,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002257788,0.0002281936,0.0002257652,0.0004066873,0.0003683685,0.0003553194,0.000182933,0.0003311485,0.000264084],"category_scores_gemma":[0.0004633622,0.0001132037,0.0002044989,0.0002952379,0.0002280988,0.0003123948,0.0001661403,0.0004040716,0.00007481041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002815043,"about_ca_system_score_gemma":0.0002589804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602838,"about_ca_topic_score_gemma":0.00337853,"domain_scores_codex":[0.999885,0.00002068448,0.000004907221,0.00002793933,0.00003726201,0.00002420127],"domain_scores_gemma":[0.9998484,0.0000662174,0.0000213164,0.000006894203,0.00004343447,0.00001381102],"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":[0.0004904502,0.00009373654,0.005837102,0.00003347849,0.0000140685,0.00006419768,0.0001026428,0.001825251,0.9716693,0.0001670955,0.00009947276,0.01960333],"study_design_scores_gemma":[0.00001000919,0.0002327675,0.03678337,0.000003304941,0.00003138811,0.0001089916,0.0001121403,0.0734574,0.8886879,0.0002160198,0.0003338494,0.00002287935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816054,0.00006260556,0.01795161,0.00003202611,0.000005959755,0.00001470233,0.00004609835,0.00007372932,0.0002079587],"genre_scores_gemma":[0.987146,0.00008135627,0.01227922,0.000008549226,0.000002492659,0.00001009719,0.0000658896,0.00001040368,0.0003959636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003602838,"threshold_uncertainty_score":0.007163703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2893033988","doi":"10.1002/cjce.23344","title":"Experimental methods in chemical engineering: Ultraviolet visible spectroscopy—UV‐Vis","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":182,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"","keywords":"Ultraviolet visible spectroscopy; Spectroscopy; Absorbance; Mass spectrometry; Ultraviolet; Transmittance; Materials science; Photocatalysis; Nanoparticle; Dynamic light scattering; Diffuse reflectance infrared fourier transform; Chemistry; Analytical Chemistry (journal); Chromatography; Nanotechnology; Optoelectronics; Organic chemistry; Catalysis; Physics","authors":[{"name":"Fellipy S. Rocha","is_ca":false},{"name":"Anderson J. Gomes","is_ca":false},{"name":"Claure N. Lunardi","is_ca":false},{"name":"Serge Kaliaguine","is_ca":true},{"name":"Gregory S. Patience","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01410659130066056,"gpt":0.2739106033887477,"spread":0.2598040120880872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523794,0.002728124,0.001535969,0.004454132,0.002746921,0.001350905,0.003371504,0.001605777,0.03525544],"category_scores_gemma":[0.002803843,0.00144745,0.0009445093,0.004842934,0.001509171,0.001877574,0.001777404,0.003306559,0.03204298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245849,"about_ca_system_score_gemma":0.002969783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419792,"about_ca_topic_score_gemma":0.003024385,"domain_scores_codex":[0.9941332,0.0008257265,0.0005607557,0.001508181,0.002669299,0.0003027864],"domain_scores_gemma":[0.9976834,0.0003898076,0.0003200717,0.0006922725,0.0008047487,0.0001097642],"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":[0.0005646367,0.0008907443,0.001705062,0.008116622,0.0001489994,0.0005306264,0.0004629623,0.002007893,0.7896836,0.01465179,0.03907027,0.1421668],"study_design_scores_gemma":[0.0001282598,0.0005267481,0.001800419,0.0005175227,0.0001021219,0.000851749,0.0002057886,0.002410444,0.5962257,0.00394699,0.3931104,0.0001738538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0525437,0.03696631,0.7635599,0.00350441,0.006296856,0.0133932,0.02251573,0.01213765,0.08908222],"genre_scores_gemma":[0.1159021,0.04430201,0.6594079,0.00219317,0.001036841,0.03584029,0.01985714,0.003119936,0.1183407],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03525544,"threshold_uncertainty_score":0.1179411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3010437674","doi":"10.1021/acs.est.9b06287","title":"Deep Learning Neural Network Approach for Predicting the Sorption of Ionizable and Polar Organic Pollutants to a Wide Range of Carbonaceous Materials","year":2020,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":160,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Bundesministerium für Nachhaltigkeit und Tourismus; Canada First Research Excellence Fund","keywords":"Sorption; Environmental remediation; Sorbent; Freundlich equation; Filtration (mathematics); Wastewater; Pollutant; Adsorption; Environmental science; Environmental chemistry; Contamination; Chemistry; Environmental engineering; Organic chemistry; Mathematics","authors":[{"name":"Gabriel Sigmund","is_ca":false},{"name":"Mehdi Gharasoo","is_ca":true},{"name":"Thorsten Hüffer","is_ca":false},{"name":"Thilo Hofmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009198857692429254,"gpt":0.2020786239736303,"spread":0.192879766281201,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000386478,0.000806283,0.0003032251,0.0004249516,0.0002244816,0.0004839231,0.0006837046,0.001020512,0.003239476],"category_scores_gemma":[0.000632061,0.0002861374,0.0005195378,0.0004535957,0.0001365928,0.000508071,0.0005978502,0.001032732,0.0008130787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006468965,"about_ca_system_score_gemma":0.0007283745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01073653,"about_ca_topic_score_gemma":0.01589315,"domain_scores_codex":[0.9999211,0.0000129731,0.000005449928,0.00002190665,0.00001973768,0.00001881754],"domain_scores_gemma":[0.9998878,0.00004024368,0.00001028511,0.000008814536,0.00004285691,0.000009924523],"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":[0.0001215036,0.0002278502,0.003293487,0.0001841666,0.0002081266,0.0001093915,0.00002948453,0.7896688,0.007892282,0.002868979,0.00593511,0.1894608],"study_design_scores_gemma":[0.00000479861,0.00002634694,0.0004366239,0.000007653019,0.00001040875,0.000008944692,0.000002999899,0.9957144,0.001876579,0.0009937045,0.0009126179,0.000004888953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2088229,0.004581389,0.7675393,0.001040334,0.0004024566,0.0001666942,0.003928017,0.003949224,0.009569694],"genre_scores_gemma":[0.8107653,0.001627128,0.1602351,0.0003131804,0.00009516456,0.0002733281,0.004563051,0.0001304784,0.02199725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01073653,"threshold_uncertainty_score":0.02134806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239624180","doi":"10.3389/fmars.2020.581790","title":"GO-SHIP Repeat Hydrography Nutrient Manual: The Precise and Accurate Determination of Dissolved Inorganic Nutrients in Seawater, Using Continuous Flow Analysis Methods","year":2020,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":148,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Japan Agency for Marine-Earth Science and Technology; National Research Council Canada; Natural Environment Research Council; Sight Research UK; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Hydrography; Seawater; Nutrient; Certified reference materials; Environmental science; Nitrate; Process engineering; Computer science; Oceanography; Chemistry; Geology; Detection limit; Ecology; Engineering; Chromatography; Biology","authors":[{"name":"Susan Becker","is_ca":false},{"name":"Michio Aoyama","is_ca":false},{"name":"E. Malcolm S. Woodward","is_ca":false},{"name":"Karel Bakker","is_ca":false},{"name":"Stephen Coverly","is_ca":false},{"name":"Claire Mahaffey","is_ca":false},{"name":"Toste Tanhua","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02197773539011599,"gpt":0.3014452185137397,"spread":0.2794674831236237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002248508,0.001583682,0.0008859572,0.005945523,0.0009756432,0.0009576557,0.001961162,0.001320388,0.04593797],"category_scores_gemma":[0.00542534,0.001082983,0.0005732966,0.003091731,0.0008125241,0.001298968,0.001476553,0.001073314,0.0431002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008032764,"about_ca_system_score_gemma":0.002991085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005058153,"about_ca_topic_score_gemma":0.01405587,"domain_scores_codex":[0.9972525,0.0002431007,0.0002013299,0.0002291248,0.001983268,0.00009055396],"domain_scores_gemma":[0.9970183,0.000654212,0.0002786474,0.0004846728,0.001418884,0.0001453891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006241939,0.0003133585,0.00744834,0.002056636,0.00005531125,0.0005282975,0.0003637427,0.001365235,0.1466986,0.004580481,0.4584966,0.3774692],"study_design_scores_gemma":[0.0001023142,0.0004075998,0.01793275,0.000320647,0.00003529944,0.001293226,0.0001734165,0.002676844,0.06501986,0.002377313,0.9095304,0.0001303429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07057942,0.0087141,0.4168963,0.003624908,0.002423528,0.006028112,0.1895376,0.09185676,0.2103393],"genre_scores_gemma":[0.05327307,0.008297447,0.5439127,0.002800669,0.0006428007,0.00841501,0.1666577,0.01227664,0.203724],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04593797,"threshold_uncertainty_score":0.1536779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2336775565","doi":"10.1016/j.watres.2016.04.038","title":"QSPR prediction of the hydroxyl radical rate constant of water contaminants","year":2016,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":126,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydroxyl radical; Chemistry; Quantitative structure–activity relationship; Reaction rate constant; Linear regression; Logarithm; Biological system; Radical; Organic chemistry; Kinetics; Mathematics; Statistics; Stereochemistry","authors":[{"name":"Tohid N. Borhani","is_ca":false},{"name":"Mohammadhossein Saniedanesh","is_ca":false},{"name":"Mehdi Bagheri","is_ca":true},{"name":"Jeng Shiun Lim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06028408482193288,"gpt":0.3107779516656481,"spread":0.2504938668437153,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007836008,0.0004846368,0.0004876593,0.0003245488,0.0001451397,0.0003671943,0.0004120949,0.0006192063,0.0007138586],"category_scores_gemma":[0.00156248,0.0002092395,0.0007738376,0.0001790565,0.0001660746,0.0003426529,0.0002118585,0.0008857998,0.0002594151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005956778,"about_ca_system_score_gemma":0.0003808858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005266048,"about_ca_topic_score_gemma":0.003659824,"domain_scores_codex":[0.999769,0.00006753571,0.000009932764,0.00006490053,0.00005802298,0.00003057619],"domain_scores_gemma":[0.9990447,0.0007429669,0.0000584552,0.00003346373,0.0001050613,0.0000153056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004136907,0.0004196435,0.005893696,0.0002569475,0.0001484964,0.0001132483,0.00005485523,0.3728499,0.5788191,0.00213584,0.0006456389,0.03824892],"study_design_scores_gemma":[0.00001855661,0.0002109714,0.00155381,0.00000282596,0.00003871441,0.0000219939,0.000009729456,0.9065968,0.09099641,0.0002992053,0.0002403969,0.00001052784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8535689,0.001002115,0.1421015,0.0003686578,0.00005649935,0.00009757659,0.0006489953,0.0003248827,0.001830966],"genre_scores_gemma":[0.9831944,0.0003617306,0.01507114,0.00005675388,0.0000112713,0.00002703843,0.0002756873,0.00001194177,0.0009900681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005266048,"threshold_uncertainty_score":0.01047075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045474598","doi":"10.1016/j.cherd.2010.12.001","title":"Slaughterhouse wastewater treatment by combined anaerobic baffled reactor and UV/H2O2 processes","year":2010,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":126,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Effluent; Chemical oxygen demand; Wastewater; Hydraulic retention time; Hydrogen peroxide; Chemistry; Anaerobic exercise; Total organic carbon; Biodegradation; Pulp and paper industry; Biochemical oxygen demand; Environmental chemistry; Bioreactor; Nuclear chemistry; Environmental engineering; Environmental science; Organic chemistry; Biology","authors":[{"name":"Weihua Cao","is_ca":true},{"name":"Mehrab Mehrvar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008497373102212392,"gpt":0.2034376485182748,"spread":0.1949402754160625,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262354,0.0005828531,0.000886907,0.0004978136,0.0004895799,0.0009954111,0.0004234635,0.0006687645,0.0006460149],"category_scores_gemma":[0.0001549732,0.000340259,0.0006529627,0.000380909,0.0002917748,0.0003274488,0.0003437051,0.0004951917,0.0002599977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004998273,"about_ca_system_score_gemma":0.0007658508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004075573,"about_ca_topic_score_gemma":0.00664227,"domain_scores_codex":[0.9996806,0.00004461196,0.00002960861,0.00007320601,0.00008793439,0.0000840099],"domain_scores_gemma":[0.999889,0.0000184335,0.00003167877,0.000009577402,0.0000215484,0.00002966504],"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":[0.0003730886,0.0000829323,0.000483397,0.00004608849,0.0000120503,0.00005668911,0.00002287101,0.0001819112,0.9965394,0.00001382196,0.00001968979,0.002168156],"study_design_scores_gemma":[0.00002113936,0.000366345,0.003270653,0.000004292432,0.00004407321,0.00006530996,0.00005253827,0.001009069,0.9946594,0.00002056696,0.0004773226,0.000009297544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961433,0.0005905933,0.002718935,0.00003040592,0.0000230195,0.00001318648,0.00003821734,0.00004623329,0.000396206],"genre_scores_gemma":[0.9926238,0.0004946098,0.004389423,0.00003646146,0.00001897403,0.00001334368,0.0001258595,0.00001649596,0.002281197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004075573,"threshold_uncertainty_score":0.008103728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2036570404","doi":"10.1021/jp014377i","title":"Infrared Spectroscopy of Aqueous Carboxylic Acids:  Malic Acid","year":2002,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry A","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":123,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Malic acid; Titration; Chemistry; Aqueous solution; Infrared spectroscopy; Carboxylate; Carboxylic acid; Titration curve; Hydrogen bond; Analytical Chemistry (journal); Inorganic chemistry; Stereochemistry; Physical chemistry; Molecule; Organic chemistry","authors":[{"name":"Jean-Joseph Ma×","is_ca":true},{"name":"Camille Chapados","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01241574071516534,"gpt":0.2282707364260643,"spread":0.2158549957108989,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003599112,0.0008608362,0.0003068828,0.0005714851,0.0002283653,0.0003741498,0.0004086046,0.0005260241,0.002525314],"category_scores_gemma":[0.0004291525,0.0001923237,0.0002162135,0.0005827314,0.0001980127,0.000489035,0.000373639,0.0007352656,0.0008743856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525151,"about_ca_system_score_gemma":0.0001520619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002936532,"about_ca_topic_score_gemma":0.0002752248,"domain_scores_codex":[0.9997003,0.00004457746,0.0000174462,0.00006578308,0.0001359855,0.00003603419],"domain_scores_gemma":[0.9996649,0.00005061795,0.00006981168,0.00002722738,0.0001381476,0.00004932571],"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":[0.00004747923,0.000006436287,0.00009176324,0.00005085094,0.000003126265,0.00001101901,0.00001040494,0.00002247457,0.9982765,0.00002480351,0.00002644962,0.001428719],"study_design_scores_gemma":[0.000004594237,0.00009366047,0.002140224,0.000006764842,0.000007310549,0.00008213888,0.0000223192,0.0004749511,0.9950691,0.00003491195,0.002056979,0.000006942942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8891367,0.01544847,0.08244457,0.0003241943,0.000263969,0.0001737309,0.001495082,0.0009113601,0.009802002],"genre_scores_gemma":[0.9433507,0.004961493,0.03973447,0.0002761141,0.00007911343,0.0001910537,0.001548906,0.0001108124,0.009747331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002525314,"threshold_uncertainty_score":0.008447945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993467103","doi":"10.5194/os-5-661-2009","title":"Optical tools for ocean monitoring and research","year":2009,"lang":"en","type":"article","venue":"Ocean science","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":118,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Radiance; Environmental science; Remote sensing; Biogeochemical cycle; Computer science; Dissolved organic carbon; Process engineering; Materials science; Environmental chemistry; Chemistry; Geology","authors":[{"name":"C. Moore","is_ca":false},{"name":"Andrew H. Barnard","is_ca":false},{"name":"Peer Fietzek","is_ca":false},{"name":"Marlon R. Lewis","is_ca":true},{"name":"Heidi M. Sosik","is_ca":false},{"name":"S. N. White","is_ca":false},{"name":"Oliver Zielinski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1080207668055004,"gpt":0.386540402459248,"spread":0.2785196356537476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001672235,0.0007602611,0.0004837782,0.002416841,0.0009036698,0.003229534,0.0008672452,0.001597553,0.01905895],"category_scores_gemma":[0.002210089,0.0003291367,0.0003776779,0.001844164,0.001580279,0.0033119,0.002411246,0.002237842,0.007209965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114735,"about_ca_system_score_gemma":0.001259181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010652,"about_ca_topic_score_gemma":0.001041951,"domain_scores_codex":[0.9990214,0.0002471314,0.00005180679,0.0001233165,0.0004888417,0.00006744274],"domain_scores_gemma":[0.9988284,0.0002829366,0.0001001146,0.0002541477,0.0004253889,0.0001089478],"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":[0.00007296626,0.00006286529,0.0008152681,0.0009397254,0.00003916576,0.0002420842,0.000184216,0.001349522,0.02411161,0.3096696,0.1100849,0.552428],"study_design_scores_gemma":[0.00001764999,0.00004710732,0.0004555379,0.0003929634,0.00002052742,0.0003023807,0.0001388956,0.001940984,0.008114339,0.1020101,0.8865249,0.00003465197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006533934,0.2388752,0.4162489,0.03058899,0.009080992,0.0003293841,0.002197041,0.005431701,0.2907139],"genre_scores_gemma":[0.1727571,0.1431933,0.5129178,0.01039849,0.005284016,0.001004876,0.001921123,0.0006841979,0.1518392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01905895,"threshold_uncertainty_score":0.06375849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068648075","doi":"10.1016/j.aquatox.2011.02.015","title":"Physicochemical and spectroscopic properties of natural organic matter (NOM) from various sources and implications for ameliorative effects on metal toxicity to aquatic biota","year":2011,"lang":"en","type":"review","venue":"Aquatic Toxicology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":113,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; McMaster University","funders":"","keywords":"Environmental chemistry; Dissolved organic carbon; Chemistry; Natural organic matter; Toxicity; Biotic Ligand Model; Metal toxicity; Cadmium; Metal; Water quality; Biota; Mercury (programming language); Organic matter; Heavy metals; Ecology; Biology; Organic chemistry","authors":[{"name":"Hassan A. Al‐Reasi","is_ca":true},{"name":"Chris M. Wood","is_ca":true},{"name":"D. Scott Smith","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03537026338009013,"gpt":0.2923846883328824,"spread":0.2570144249527923,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004143592,0.0009059583,0.001135656,0.001726805,0.0002328768,0.0006916213,0.0005638782,0.0005780297,0.001050812],"category_scores_gemma":[0.0003478371,0.0002431547,0.0003862911,0.002486552,0.0003286316,0.0009876592,0.0004091072,0.0005919368,0.0007954862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003344357,"about_ca_system_score_gemma":0.0006104396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143694,"about_ca_topic_score_gemma":0.002279925,"domain_scores_codex":[0.9998596,0.00001169653,0.00001470574,0.00003625954,0.00006468784,0.00001309818],"domain_scores_gemma":[0.9997721,0.0000671048,0.00005587999,0.000008419714,0.00008247305,0.00001399855],"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":[0.0000699607,0.0001028776,0.0006938149,0.01294869,0.00009232524,0.0001471768,0.00006200428,0.0006382628,0.04207253,0.001162774,0.005586107,0.9364235],"study_design_scores_gemma":[0.00002077553,0.0003529003,0.009984217,0.002035965,0.0003794385,0.002191184,0.0002417896,0.0006088158,0.04134833,0.002550765,0.9401765,0.000109384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002526738,0.9948742,0.0006837666,0.0001264365,0.00009607136,0.000008546438,0.00007674927,0.000009814747,0.001597728],"genre_scores_gemma":[0.005976676,0.9910458,0.000939404,0.00008942709,0.00009509701,0.00001082062,0.00009747666,0.000002362491,0.001742914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001726805,"threshold_uncertainty_score":0.003515303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1984280445","doi":"10.1016/j.jenvman.2013.12.035","title":"Cost-effectiveness analysis of TOC removal from slaughterhouse wastewater using combined anaerobic–aerobic and UV/H2O2 processes","year":2014,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":102,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Environmental Protection Agency","keywords":"Wastewater; Total organic carbon; Anaerobic exercise; Aeration; Hydraulic retention time; Environmental science; Reagent; Pulp and paper industry; Chemistry; Cost analysis; Waste management; Environmental chemistry; Environmental engineering; Medicine; Mathematics","authors":[{"name":"Ciro Fernando Bustillo‐Lecompte","is_ca":true},{"name":"Mehrab Mehrvar","is_ca":true},{"name":"Édgar Quiñones-Bolaños","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0245398868313539,"gpt":0.2547386037047193,"spread":0.2301987168733655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000586269,0.0005065862,0.0006258833,0.0007555791,0.0003845809,0.0007742878,0.0004977643,0.0005543148,0.001249319],"category_scores_gemma":[0.0005341488,0.0002003442,0.0008912194,0.0006558726,0.0001949828,0.0004687799,0.0002758056,0.0003317622,0.0001277688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706185,"about_ca_system_score_gemma":0.0007506823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006745897,"about_ca_topic_score_gemma":0.01033317,"domain_scores_codex":[0.9996263,0.00008094308,0.00002318797,0.00004108232,0.0001560062,0.00007250295],"domain_scores_gemma":[0.9995111,0.0002189536,0.00009242607,0.0000231319,0.0001170148,0.00003733959],"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":[0.0238944,0.003860591,0.0146717,0.001723163,0.0004242248,0.0004435213,0.00006668073,0.102705,0.7754557,0.0004691524,0.0003865474,0.07589947],"study_design_scores_gemma":[0.0005893863,0.01603256,0.05177763,0.00004218069,0.001018625,0.0002657436,0.0004194376,0.2003671,0.7278919,0.0002443586,0.001248022,0.0001031573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983316,0.0004661076,0.0006934613,0.0000237068,0.000006755045,0.00001806513,0.00008165927,0.000007968138,0.0003706595],"genre_scores_gemma":[0.9984693,0.0002451047,0.0008696967,0.000006678821,0.000003406676,0.00001100899,0.00006121146,0.000002463479,0.0003310298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006745897,"threshold_uncertainty_score":0.01341325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971410357","doi":"10.1016/j.watres.2012.05.021","title":"Freshwater DOM quantity and quality from a two-component model of UV absorbance","year":2012,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":99,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; U.S. Geological Survey; National Science Foundation","keywords":"Absorbance; Dissolved organic carbon; Chromophore; Chemistry; Analytical Chemistry (journal); Molar absorptivity; Wavelength; Water quality; Spectral slope; Total organic carbon; Surface water; Spectral line; Environmental chemistry; Chromatography; Environmental science; Materials science; Photochemistry; Optics; Environmental engineering","authors":[{"name":"Heather T. Carter","is_ca":false},{"name":"Edward Tipping","is_ca":false},{"name":"Jean-François Koprivnjak","is_ca":true},{"name":"Matthew P. Miller","is_ca":false},{"name":"Brenda Cookson","is_ca":false},{"name":"John Hamilton−Taylor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.189048461477801,"gpt":0.3904715016890399,"spread":0.2014230402112389,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005041297,0.0007673494,0.0005707491,0.0003682307,0.0004376618,0.0008629461,0.0008775686,0.001288233,0.001332648],"category_scores_gemma":[0.00134354,0.0005090504,0.001184001,0.0004236947,0.0005535059,0.001178387,0.0004882453,0.00071354,0.0004600076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008592526,"about_ca_system_score_gemma":0.0007899665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01240333,"about_ca_topic_score_gemma":0.0079117,"domain_scores_codex":[0.9998499,0.00004275384,0.000007087977,0.00005315811,0.00002757215,0.00001956889],"domain_scores_gemma":[0.9996864,0.0001468812,0.00002970497,0.00004238629,0.00006994392,0.00002474857],"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":[0.0000851662,0.00006495175,0.00258349,0.00005493669,0.00004838806,0.00009471934,0.00005800374,0.9824002,0.005996472,0.004053794,0.0005077861,0.004052139],"study_design_scores_gemma":[0.00000784931,0.00001298279,0.0008905188,0.000002328236,0.00001143453,0.00001782354,0.000005397937,0.9975237,0.0004666519,0.0009150277,0.0001364042,0.000009829367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5144992,0.0004165264,0.4758388,0.0005086583,0.0001211611,0.000177269,0.001022079,0.0009484884,0.00646791],"genre_scores_gemma":[0.9832038,0.0001706195,0.01049331,0.00005096159,0.00002087102,0.000084928,0.0003741493,0.0001073732,0.005494085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01240333,"threshold_uncertainty_score":0.02466232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1966268991","doi":"10.1016/j.watres.2009.12.045","title":"Degradation of bromoxynil and trifluralin in natural water by direct photolysis and UV plus H2O2 advanced oxidation process","year":2010,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"University of Alberta","keywords":"Trifluralin; Bromoxynil; Chemistry; Ultrapure water; Photochemistry; Hydrogen peroxide; Photodissociation; Reaction rate constant; Advanced oxidation process; Quantum yield; Pesticide; Nuclear chemistry; Environmental chemistry; Kinetics; Fluorescence; Organic chemistry; Catalysis; Materials science","authors":[{"name":"Pamela Chelme‐Ayala","is_ca":true},{"name":"Mohamed Gamal El‐Din","is_ca":true},{"name":"Daniel W. Smith","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02334760367778456,"gpt":0.3248532729424869,"spread":0.3015056692647023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001518217,0.0002393562,0.0001587402,0.0001478101,0.0001248441,0.0001438186,0.0001697869,0.000319668,0.0004162457],"category_scores_gemma":[0.0001787982,0.00009159797,0.0001493387,0.00009440642,0.0001810331,0.0002222455,0.00008083826,0.0001983612,0.0000918943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002523779,"about_ca_system_score_gemma":0.0002293628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002387238,"about_ca_topic_score_gemma":0.002637032,"domain_scores_codex":[0.9999028,0.0000139557,0.000006530744,0.00002355524,0.00002499835,0.00002800334],"domain_scores_gemma":[0.9999405,0.00001536283,0.00001695211,0.000005663486,0.00001465567,0.000006885547],"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":[0.0003020366,0.000009551419,0.0003219308,0.00002634029,0.000003017406,0.00002720354,0.00003111297,0.00008914137,0.9975597,0.00003126418,0.00001533617,0.00158335],"study_design_scores_gemma":[0.000009619214,0.0002147242,0.001918624,0.000001670731,0.000006405756,0.00004077142,0.00002915625,0.0005587885,0.9969163,0.00001434417,0.0002863529,0.000003248967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988297,0.000190994,0.0006007672,0.00001246803,0.000003253748,0.000004778364,0.0000442285,0.00001019412,0.000303667],"genre_scores_gemma":[0.9978324,0.0001606456,0.0009114915,0.00001068944,0.000002164166,0.000005841214,0.00008113919,0.000004633057,0.0009911482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002387238,"threshold_uncertainty_score":0.004746675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790034089","doi":"10.1016/j.watres.2018.02.052","title":"Neural networks for dimensionality reduction of fluorescence spectra and prediction of drinking water disinfection by-products","year":2018,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":94,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto; Canadian Water Network","keywords":"Interpretability; Overfitting; Autoencoder; Principal component analysis; Artificial neural network; Dimensionality reduction; Artificial intelligence; Biological system; Pattern recognition (psychology); Curse of dimensionality; Computer science; Representation (politics); Machine learning; Chemistry","authors":[{"name":"Nicolás M. Peleato","is_ca":true},{"name":"Raymond L. Legge","is_ca":true},{"name":"Robert C. Andrews","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05297307805395812,"gpt":0.315411533021768,"spread":0.2624384549678099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008231492,0.0006352481,0.0005595517,0.0004995824,0.0003901327,0.0005797443,0.000581072,0.0006663415,0.0009309217],"category_scores_gemma":[0.002257526,0.0003148111,0.0008236208,0.0005201391,0.0002621566,0.0006733632,0.0005322164,0.001117086,0.0002351235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008722716,"about_ca_system_score_gemma":0.0006491854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229878,"about_ca_topic_score_gemma":0.009690142,"domain_scores_codex":[0.9997329,0.00008770916,0.00002115662,0.0000687065,0.00004984537,0.00003965974],"domain_scores_gemma":[0.999335,0.0004139861,0.00005193279,0.0000495095,0.0001346341,0.00001498834],"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":[0.000212697,0.000181464,0.002238437,0.0000720648,0.0001350762,0.00003328366,0.00005641751,0.7119665,0.007135818,0.002299049,0.001970656,0.2736985],"study_design_scores_gemma":[0.000001804381,0.000007225287,0.0003214885,0.00000165659,0.0000047041,0.000002452424,0.000002773694,0.9983701,0.0006609492,0.0005504499,0.00007372886,0.000002777061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2678833,0.002236929,0.7252564,0.0007067492,0.000141568,0.00008275265,0.0006162309,0.001082494,0.001993594],"genre_scores_gemma":[0.8619063,0.0005929908,0.1318258,0.00009858242,0.00007633342,0.000150149,0.0009554942,0.0000522964,0.004342],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01229878,"threshold_uncertainty_score":0.02445441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2716765185","doi":"10.1016/b978-0-12-813047-6.00012-7","title":"Stream Metabolism","year":2017,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":92,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"National Science Foundation","keywords":"Ecosystem; Diel vertical migration; Field (mathematics); Computer science; Respiration; Oxygen; Cellular respiration; Oxygen metabolism; Biological system; Environmental science; Ecology; Chemistry; Mathematics; Biology; Botany","authors":[{"name":"Robert O. Hall","is_ca":false},{"name":"Erin R. Hotchkiss","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02211117897922999,"gpt":0.2498976026071923,"spread":0.2277864236279623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001312096,0.0007989392,0.0004447118,0.000741777,0.0004358158,0.002131027,0.000495534,0.000733935,0.0815834],"category_scores_gemma":[0.0001339303,0.000291868,0.0003343114,0.0008487817,0.0002718831,0.001127122,0.0009704336,0.0007887017,0.04812695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005964863,"about_ca_system_score_gemma":0.000656056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900683,"about_ca_topic_score_gemma":0.002784867,"domain_scores_codex":[0.9999174,0.000004868875,0.000003609335,0.00002814764,0.00003664117,0.000009447386],"domain_scores_gemma":[0.9999571,0.000002894357,0.000003781525,0.000007507462,0.00001617758,0.00001245691],"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":[0.00007827361,0.00006893143,0.0006828724,0.0003609897,0.00001754082,0.0002090314,0.0001243053,0.0006109871,0.06882872,0.01564309,0.07533552,0.8380397],"study_design_scores_gemma":[0.00001126421,0.00005499447,0.003528027,0.0001744869,0.00001904139,0.000508196,0.00006896641,0.0008282061,0.0126623,0.007964287,0.9741662,0.00001408509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01699685,0.0326611,0.02624922,0.002298609,0.001624709,0.0001347123,0.003842847,0.002533583,0.9136583],"genre_scores_gemma":[0.02354343,0.01388001,0.006828562,0.0003690278,0.0002264815,0.00007655631,0.002478371,0.0003483971,0.9522492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0815834,"threshold_uncertainty_score":0.2729236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971165394","doi":"10.1016/j.marpolbul.2007.12.022","title":"Application of ultraviolet fluorometry and excitation–emission matrix spectroscopy (EEMS) to fingerprint oil and chemically dispersed oil in seawater","year":2008,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":87,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Seawater; Fluorescence spectroscopy; Spectroscopy; Analytical Chemistry (journal); Matrix (chemical analysis); Fluorescence; Chemistry; Ultraviolet; Dispersion (optics); Dispersant; Emission spectrum; Environmental chemistry; Chromatography; Materials science; Spectral line; Oceanography; Optics; Geology; Optoelectronics","authors":[{"name":"J.B.C. Bugden","is_ca":true},{"name":"Christy Yeung","is_ca":true},{"name":"Paul E. Kepkay","is_ca":true},{"name":"Kiho Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006070685309422817,"gpt":0.2304803382360531,"spread":0.2244096529266303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007646158,0.0004493244,0.0002095424,0.0008534851,0.0004515026,0.0003303546,0.0003742832,0.0007307516,0.0004185154],"category_scores_gemma":[0.001025442,0.0002918071,0.0002319583,0.0005288288,0.0004662416,0.0005479682,0.0003690098,0.0006938815,0.0001547709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435673,"about_ca_system_score_gemma":0.0003996862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263395,"about_ca_topic_score_gemma":0.002146878,"domain_scores_codex":[0.9995202,0.0001084885,0.00002477725,0.0001401652,0.0001653512,0.00004100394],"domain_scores_gemma":[0.999558,0.0001955946,0.00005581419,0.0000403356,0.0001138056,0.00003648698],"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":[0.000170289,0.00005312242,0.003151792,0.00006010655,0.00002093749,0.00003679679,0.00007323592,0.0002535323,0.9750707,0.0002549215,0.00005460352,0.02080003],"study_design_scores_gemma":[0.00001949887,0.0002871854,0.01149941,0.00001045028,0.0000355955,0.0004665662,0.00009642275,0.004403006,0.9808431,0.0003032548,0.002008998,0.00002639676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7521207,0.004464544,0.2360365,0.0002416592,0.000129959,0.0001395052,0.0003602456,0.000389163,0.006117719],"genre_scores_gemma":[0.8316107,0.00200439,0.1634559,0.0001547525,0.00002777037,0.00009609663,0.0002136442,0.00003900164,0.002397901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001263395,"threshold_uncertainty_score":0.004043758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1994529640","doi":"10.1007/s10533-004-0058-5","title":"Complexation between Hg(II) and dissolved organic matter in stream waters: an application of fluorescence spectroscopy","year":2004,"lang":"en","type":"article","venue":"Biogeochemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissolved organic carbon; Chemistry; Fluorescence; Fluorescence spectroscopy; Titration; Analytical Chemistry (journal); Spectroscopy; Environmental chemistry; Inorganic chemistry","authors":[{"name":"Fengchang Wu","is_ca":true},{"name":"Yougrong Cai","is_ca":false},{"name":"Douglas Evans","is_ca":false},{"name":"Peter Dillon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01026597590255732,"gpt":0.2414735021013381,"spread":0.2312075261987807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003961441,0.0001996509,0.0002204541,0.0002374799,0.0003083275,0.0004190678,0.0003248447,0.0007137375,0.0003218291],"category_scores_gemma":[0.000361604,0.0002160598,0.0002118744,0.0002123404,0.0003744793,0.0003513426,0.0002420719,0.0004229532,0.00008648868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005259226,"about_ca_system_score_gemma":0.0002693769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004999321,"about_ca_topic_score_gemma":0.004053793,"domain_scores_codex":[0.99986,0.00003788206,0.000003823927,0.00004602261,0.00003069544,0.00002146135],"domain_scores_gemma":[0.9998876,0.000051946,0.0000169964,0.00000866858,0.00002173208,0.00001305427],"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":[0.0002745086,0.00004263814,0.003291504,0.00004552744,0.00001971341,0.00003739974,0.00008062728,0.0004571328,0.9883233,0.0001661148,0.00008508819,0.007176411],"study_design_scores_gemma":[0.00004384688,0.0003363119,0.0136973,0.000004140938,0.00003267133,0.0001878818,0.00006200265,0.01422777,0.9698955,0.0002067954,0.001289213,0.0000165019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863222,0.0007103083,0.01202673,0.0001106745,0.00001666057,0.00002023692,0.00006233244,0.00005876676,0.0006720547],"genre_scores_gemma":[0.9876935,0.0006290711,0.009982515,0.00007705387,0.00002270103,0.00002285421,0.0000833255,0.00001162764,0.001477409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004999321,"threshold_uncertainty_score":0.009940445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2302992124","doi":"10.1016/j.watres.2016.03.046","title":"Multivariate statistical analysis of water chemistry conditions in three wastewater stabilization ponds with algae blooms and pH fluctuations","year":2016,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Hellenic Ministry of Environment and Energy","keywords":"Principal component analysis; Multivariate statistics; Partial least squares regression; Algae; Wastewater; Multivariate analysis; Environmental science; Water quality; Sewage treatment; Chemistry; Environmental chemistry; Environmental engineering; Mathematics; Statistics; Ecology; Biology","authors":[{"name":"Jack Wallace","is_ca":true},{"name":"Pascale Champagne","is_ca":true},{"name":"Geof Hall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04040387415651255,"gpt":0.3308512732223035,"spread":0.2904473990657909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004681161,0.0002102392,0.0003505383,0.0006081492,0.0004828072,0.0004140078,0.0001977944,0.0002227302,0.0004120191],"category_scores_gemma":[0.0009174139,0.0001073418,0.0003798107,0.000673238,0.000418207,0.00017059,0.0003126257,0.000282764,0.00004828178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005517558,"about_ca_system_score_gemma":0.0005453267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004154182,"about_ca_topic_score_gemma":0.004294453,"domain_scores_codex":[0.9997117,0.00005749961,0.00002425308,0.00006184199,0.0001022679,0.00004233246],"domain_scores_gemma":[0.9994556,0.0001822369,0.0001127837,0.00003178697,0.0001328376,0.00008465685],"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":[0.004135009,0.00074992,0.4053142,0.0001182737,0.0002087163,0.0002978047,0.0008550963,0.004503738,0.5325665,0.0003162852,0.0004770499,0.0504573],"study_design_scores_gemma":[0.00002009474,0.0006979753,0.9402399,0.000002208871,0.00007666215,0.0001357275,0.0005123374,0.01279782,0.04496197,0.0002037749,0.0003225905,0.00002894169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988047,0.0000118667,0.0009004093,0.000009212388,0.000002438122,0.000008640582,0.00008742089,0.00001789148,0.0001574999],"genre_scores_gemma":[0.9991674,0.000009744307,0.0005842,0.000004384077,0.000001922218,0.000009127594,0.000109838,0.000002890359,0.0001104428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004154182,"threshold_uncertainty_score":0.008260012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142341889","doi":"10.1007/s10661-007-0043-2","title":"A bio-optical model based method of estimating total suspended matter of Lake Taihu from near-infrared remote sensing reflectance","year":2007,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Inversion (geology); Colored dissolved organic matter; Remote sensing; Environmental science; Mean squared error; Inverse transform sampling; Matrix (chemical analysis); Water quality; Computer science; Soil science; Statistics; Mathematics; Geology; Materials science; Ecology; Telecommunications","authors":[{"name":"B. Zhang","is_ca":false},{"name":"Jing Li","is_ca":false},{"name":"Qian Shen","is_ca":false},{"name":"D. Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01960045713535397,"gpt":0.3123982056395163,"spread":0.2927977485041623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001825103,0.000441251,0.0003295235,0.0004682747,0.0004085908,0.0003368688,0.0004563092,0.0003793433,0.0003224353],"category_scores_gemma":[0.0002476183,0.0002659946,0.0003157832,0.0003981732,0.0001438113,0.0005721896,0.0002140163,0.0002732185,0.0001315219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503301,"about_ca_system_score_gemma":0.0007310667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02336714,"about_ca_topic_score_gemma":0.03387559,"domain_scores_codex":[0.9999288,0.000008499353,0.000002601761,0.00002624089,0.00002657442,0.000007222138],"domain_scores_gemma":[0.999929,0.0000123412,0.00001255527,0.000006231569,0.00003371416,0.000006171623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000377612,0.0005389306,0.0684246,0.000216573,0.0003135291,0.0001634181,0.000262228,0.2543528,0.3890342,0.001257647,0.001314848,0.2837436],"study_design_scores_gemma":[0.00001907941,0.00005744909,0.0165435,0.000002897875,0.00004960007,0.00003835861,0.00002898515,0.9631747,0.01966982,0.0001514226,0.000235323,0.00002886331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197523,0.0002476052,0.2765034,0.0001029143,0.00004923472,0.00004989982,0.0003221248,0.001222947,0.001749688],"genre_scores_gemma":[0.9234825,0.00008975229,0.07492436,0.00002075567,0.00001038999,0.00005353704,0.0002522661,0.00002905206,0.001137473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02336714,"threshold_uncertainty_score":0.04646224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059895110","doi":"10.1016/j.watres.2011.01.010","title":"Monitoring organic loading to swimming pools by fluorescence excitation–emission matrix with parallel factor analysis (PARAFAC)","year":2011,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kruger (Canada)","funders":"","keywords":"Fluorescence; Matrix (chemical analysis); Excitation; Environmental chemistry; Environmental science; Chemistry; Biological system; Chromatography; Engineering; Biology; Optics; Physics","authors":[{"name":"Bożena Seredyńska-Sobecka","is_ca":false},{"name":"Colin A. Stedmon","is_ca":false},{"name":"Rasmus Boe-Hansen","is_ca":true},{"name":"Christopher Kevin Waul","is_ca":false},{"name":"Erik Arvin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09517933974948269,"gpt":0.3467598150385602,"spread":0.2515804752890776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005254201,0.0005725204,0.00045067,0.000437696,0.0004279359,0.0004040818,0.0003075926,0.0003576015,0.0005806111],"category_scores_gemma":[0.0006465033,0.0002470429,0.0003926773,0.0004941348,0.0002632459,0.0005604143,0.0005118806,0.0004813941,0.0002423396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161934,"about_ca_system_score_gemma":0.0006179544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003267634,"about_ca_topic_score_gemma":0.0053994,"domain_scores_codex":[0.9996091,0.00005562971,0.00001209187,0.0001141297,0.0001539952,0.00005518701],"domain_scores_gemma":[0.9997784,0.00005663986,0.00004700735,0.00001355574,0.00008211083,0.0000223216],"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":[0.000542177,0.0001593882,0.01754137,0.0001570836,0.00006948885,0.00007391176,0.000166399,0.001997333,0.9030712,0.0001043637,0.0002204786,0.07589693],"study_design_scores_gemma":[0.00005960125,0.001888724,0.1084191,0.00002665014,0.0001322468,0.0002939121,0.0004239136,0.07559747,0.8110311,0.0004402463,0.001604611,0.00008241973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252508,0.0002514571,0.07279994,0.00006223502,0.00002085457,0.000121382,0.0002310696,0.0002013171,0.001060899],"genre_scores_gemma":[0.9134458,0.0004681538,0.08380612,0.000057417,0.00001975258,0.0001614411,0.0002405055,0.00004867725,0.001752328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003267634,"threshold_uncertainty_score":0.006497264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2583488521","doi":"10.1016/j.chemosphere.2017.01.125","title":"Adsorption of natural organic matter and disinfection byproduct precursors from surface water onto TiO 2 nanoparticles: pH effects, isotherm modelling and implications for using TiO 2 for drinking water treatment","year":2017,"lang":"en","type":"article","venue":"Chemosphere","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adsorption; Chemistry; Freundlich equation; Water treatment; Environmental chemistry; Raw water; Dissolved organic carbon; Organic matter; Photocatalysis; Natural organic matter; Portable water purification; Activated carbon; Context (archaeology); Titanium dioxide; Surface water; Contamination; Environmental engineering; Organic chemistry; Chemical engineering; Catalysis; Environmental science","authors":[{"name":"Stephanie Gora","is_ca":true},{"name":"Susan Andrews","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02246381450207539,"gpt":0.2586287466724708,"spread":0.2361649321703954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002402282,0.000342633,0.0002180004,0.0001652072,0.0001426549,0.0003295496,0.0003010781,0.0003756597,0.0006293893],"category_scores_gemma":[0.0004533419,0.0001973304,0.0002936552,0.0001080057,0.0001921249,0.0003458582,0.0001552054,0.0002790145,0.0001576562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006164235,"about_ca_system_score_gemma":0.0003115824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007170972,"about_ca_topic_score_gemma":0.006545429,"domain_scores_codex":[0.9998994,0.00001534159,0.000008016119,0.00001936723,0.00003519851,0.00002272836],"domain_scores_gemma":[0.9998947,0.00004891927,0.00001487373,0.000008056425,0.00002563364,0.000007739384],"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":[0.0002375937,0.00005256736,0.001122177,0.00007656803,0.0000130985,0.00005529703,0.00005430688,0.002844846,0.9933981,0.0001012753,0.00005031699,0.001993813],"study_design_scores_gemma":[0.00001475987,0.0002568994,0.004365963,0.000002204421,0.00001310432,0.00002761241,0.00004907516,0.01859387,0.976303,0.00006363996,0.0003013609,0.000008475235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984198,0.0001250792,0.0009235936,0.00002044148,0.000006148196,0.000008839861,0.00004750407,0.0000153832,0.0004332573],"genre_scores_gemma":[0.9981177,0.0001760375,0.0006479887,0.00001098199,0.00000274868,0.000006754589,0.00006898096,0.000007104509,0.0009617977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007170972,"threshold_uncertainty_score":0.01425844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2776169756","doi":"10.1016/j.envpol.2017.11.076","title":"Cation-induced coagulation of aquatic plant-derived dissolved organic matter: Investigation by EEM-PARAFAC and FT-IR spectroscopy","year":2017,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":66,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Dissolved organic carbon; Chemistry; Environmental chemistry; Metal ions in aqueous solution; Metal; Fractionation; Organic matter; Inorganic chemistry; Chromatography; Organic chemistry","authors":[{"name":"Shasha Liu","is_ca":false},{"name":"Yuanrong Zhu","is_ca":false},{"name":"Leizhen Liu","is_ca":false},{"name":"Zhongqi He","is_ca":false},{"name":"John P. Giesy","is_ca":true},{"name":"Yingchen Bai","is_ca":false},{"name":"Fuhong Sun","is_ca":false},{"name":"Fengchang Wu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01263317305300937,"gpt":0.2240202770744699,"spread":0.2113871040214605,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001695449,0.0002293492,0.0001503561,0.0001733979,0.0002280711,0.0002712275,0.000164672,0.0004164584,0.0005642177],"category_scores_gemma":[0.0002379629,0.0001076287,0.0001984533,0.0001391434,0.0002163484,0.0002356648,0.0002017459,0.0003961665,0.0001664457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002708138,"about_ca_system_score_gemma":0.0003219585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988266,"about_ca_topic_score_gemma":0.001874504,"domain_scores_codex":[0.9998263,0.00001963959,0.000005634891,0.0000417982,0.0000754655,0.00003123244],"domain_scores_gemma":[0.9998934,0.00002345039,0.00002146206,0.000005764935,0.0000409009,0.00001496897],"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":[0.00006840733,0.00001197195,0.0004702123,0.00001919709,0.000005018397,0.00003079983,0.00002383515,0.00006577351,0.997675,0.00002384905,0.00002889759,0.001577078],"study_design_scores_gemma":[0.00001358315,0.0001419603,0.01670039,0.00000299261,0.00001184196,0.000156688,0.00007553906,0.003199209,0.9785856,0.00006122441,0.001041249,0.000009722704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947895,0.0002615816,0.003773388,0.00005022363,0.00001338193,0.0000234799,0.0001432557,0.00003938791,0.0009059444],"genre_scores_gemma":[0.9956975,0.0002104266,0.002425733,0.00004360022,0.000005935697,0.00001889241,0.0001548899,0.0000109473,0.001432097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001988266,"threshold_uncertainty_score":0.003953457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072660236","doi":"10.1016/s0043-1354(01)00024-0","title":"Estimation of dissolved organic carbon (DOC) concentrations in nanoliter samples using UV spectroscopy","year":2001,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Dissolved organic carbon; Absorbance; Chemistry; Analytical Chemistry (journal); Total organic carbon; Environmental chemistry; Sediment; Capillary action; Spectroscopy; Chromatography; Materials science; Geology","authors":[{"name":"Bruno Deflandre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09877685570505998,"gpt":0.3735491925234041,"spread":0.2747723368183441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002312572,0.0003774632,0.0003561924,0.0003775303,0.0003711621,0.0005116377,0.0003004167,0.0005318269,0.0007146577],"category_scores_gemma":[0.0003460693,0.0001825331,0.0001491331,0.0003930319,0.0002224836,0.0004936939,0.0002286769,0.0006741102,0.0005650002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000303858,"about_ca_system_score_gemma":0.0002373364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191908,"about_ca_topic_score_gemma":0.002044254,"domain_scores_codex":[0.9997793,0.00002478233,0.00001409915,0.00006994249,0.00009014989,0.00002188429],"domain_scores_gemma":[0.9997851,0.00007722675,0.00002400292,0.00002881776,0.00006285811,0.00002211558],"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":[0.00003148993,0.0000260683,0.0004234438,0.00002099483,0.000002887308,0.000009061293,0.000009696664,0.00002802485,0.996456,0.00002530096,0.0000523081,0.002914703],"study_design_scores_gemma":[0.000004048506,0.00006667227,0.002391679,0.000002773262,0.000006409251,0.00003806505,0.00001596842,0.0009002161,0.9956183,0.00004894782,0.0009030618,0.00000395199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8618233,0.003467106,0.1222104,0.0003739225,0.0002396514,0.0002347169,0.00262649,0.000873601,0.008150724],"genre_scores_gemma":[0.8137028,0.004226876,0.1654102,0.0005238572,0.00009771185,0.000386155,0.003293514,0.0001982969,0.01216073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001191908,"threshold_uncertainty_score":0.002390802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2916749136","doi":"10.1016/j.watres.2019.02.027","title":"Water characterization and early contamination detection in highly varying stochastic background water, based on Machine Learning methodology for processing real-time UV-Spectrophotometry","year":2019,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canada-Israel Industrial Research and Development Foundation","keywords":"Contamination; Absorbance; Environmental science; Computer science; Water supply; Chemistry; Environmental engineering; Chromatography","authors":[{"name":"Tehila Asheri Arnon","is_ca":false},{"name":"Shai Ezra","is_ca":false},{"name":"Barak Fishbain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07286983255952575,"gpt":0.3433310849356411,"spread":0.2704612523761154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003026555,0.0003566608,0.000267164,0.0004488862,0.0002147523,0.0003834718,0.0003135833,0.0004448705,0.0003913224],"category_scores_gemma":[0.0005034723,0.000186712,0.0002525674,0.0003064811,0.0002716393,0.0004784713,0.0002498812,0.0003746682,0.0001477688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564386,"about_ca_system_score_gemma":0.0003376372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075507,"about_ca_topic_score_gemma":0.00160301,"domain_scores_codex":[0.9998023,0.00003351524,0.00000770481,0.00007231978,0.000063769,0.00002035485],"domain_scores_gemma":[0.9997904,0.00007140613,0.00003950664,0.00001692926,0.00006972316,0.00001216592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003751596,0.0001625103,0.006529414,0.0001215171,0.00002592329,0.00007356096,0.0001138404,0.02419972,0.882294,0.0007116878,0.0002090056,0.08518367],"study_design_scores_gemma":[0.000008802209,0.0002051997,0.01015748,0.000005005099,0.00002225355,0.00008700362,0.00003838013,0.5211257,0.4671318,0.000519213,0.0006736629,0.0000254231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4633055,0.0002050315,0.5350971,0.00006286635,0.00002425096,0.00003053488,0.00009433865,0.0005317327,0.0006487527],"genre_scores_gemma":[0.8987225,0.0001317649,0.1000004,0.0000246376,0.00001044751,0.00003101095,0.00009339584,0.00004383265,0.0009420752],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001075507,"threshold_uncertainty_score":0.002138495,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2060780420","doi":"10.3390/rs4082373","title":"Comparative Analysis of Four Models to Estimate Chlorophyll-a Concentration in Case-2 Waters Using MODerate Resolution Imaging Spectroradiometer (MODIS) Imagery","year":2012,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Moncton; Institut National de la Recherche Scientifique","funders":"Goddard Space Flight Center; National Aeronautics and Space Administration","keywords":"Moderate-resolution imaging spectroradiometer; Remote sensing; Environmental science; Spectroradiometer; Chlorophyll a; Geology; Reflectivity; Satellite; Chemistry; Optics; Physics","authors":[{"name":"Anas El Alem","is_ca":true},{"name":"Karem Chokmani","is_ca":true},{"name":"Isabelle Laurion","is_ca":true},{"name":"Sallah E. El-Adlouni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07534335900396226,"gpt":0.3232931104308374,"spread":0.2479497514268751,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002839873,0.001673782,0.000793102,0.001521688,0.0008378724,0.001021307,0.001411994,0.0009436952,0.0008686814],"category_scores_gemma":[0.004545637,0.0004566394,0.001498337,0.0005803635,0.0003124505,0.0006014557,0.0005539873,0.0005505691,0.0001863768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002863685,"about_ca_system_score_gemma":0.001764942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1630369,"about_ca_topic_score_gemma":0.0771869,"domain_scores_codex":[0.9994261,0.0002026003,0.00003879227,0.0001350607,0.00009027718,0.0001070427],"domain_scores_gemma":[0.9971769,0.001944579,0.0001482696,0.0000916806,0.0005489373,0.0000896515],"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":[0.0006643556,0.0003014347,0.04602178,0.00009404881,0.0003482361,0.0001618468,0.0001125592,0.9223003,0.001384688,0.000472325,0.0007716147,0.02736681],"study_design_scores_gemma":[0.00001710256,0.00007347394,0.005042678,0.00000584941,0.0000657893,0.0000117655,0.00004190013,0.9940713,0.000469343,0.00007973026,0.0001094148,0.00001171936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670134,0.0004310616,0.02815247,0.0002122686,0.00004385137,0.000106237,0.0004543976,0.0005772948,0.003009093],"genre_scores_gemma":[0.9902617,0.0001298717,0.008083274,0.00003357673,0.000008959975,0.00008001796,0.0005921895,0.00003830738,0.0007720435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1630369,"threshold_uncertainty_score":0.3241758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2599948109","doi":"10.1515/revce-2016-0042","title":"Removal of synthetic dyes from multicomponent industrial wastewaters","year":2017,"lang":"en","type":"article","venue":"Reviews in Chemical Engineering","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Adsorption; Physisorption; Chemisorption; Wastewater; Effluent; Chemistry; Process engineering; Sewage treatment; Chemical engineering; Biochemical engineering; Organic chemistry; Environmental science; Environmental engineering","authors":[{"name":"Komal Sharma","is_ca":false},{"name":"Ajay K. Dalai","is_ca":true},{"name":"Raj K. Vyas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05116909934590511,"gpt":0.2659116394762245,"spread":0.2147425401303194,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002117474,0.0003513271,0.0003316755,0.0004378792,0.0001200544,0.0003485051,0.0002547061,0.0004082626,0.0002896804],"category_scores_gemma":[0.0002086689,0.0001301464,0.0004308755,0.0004115737,0.0001093241,0.000223417,0.0002315554,0.0003012487,0.0001729857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002845594,"about_ca_system_score_gemma":0.0002001434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005970203,"about_ca_topic_score_gemma":0.001257672,"domain_scores_codex":[0.9997817,0.00002912689,0.00001851799,0.00004281854,0.0001064775,0.00002150396],"domain_scores_gemma":[0.9999316,0.00001705862,0.00001542844,0.000007426576,0.00002152824,0.000007010297],"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":[0.00004430416,0.00006949957,0.0003046844,0.000353822,0.00002144781,0.00004845221,0.00001854454,0.0005085326,0.9824389,0.00009172448,0.00007146426,0.01602868],"study_design_scores_gemma":[0.000004350418,0.0001713539,0.0009760329,0.0000173633,0.00002071065,0.00006969424,0.00001837909,0.002150815,0.9943988,0.00005391648,0.002112387,0.000006042596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804606,0.008428939,0.008696212,0.0001163504,0.00006239881,0.00005759758,0.0001747396,0.00007262853,0.001930563],"genre_scores_gemma":[0.978919,0.005934081,0.01126591,0.00008476596,0.00001843461,0.00004088142,0.0001799917,0.00001760365,0.003539406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005970203,"threshold_uncertainty_score":0.002064586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1523486458","doi":"10.1023/a:1010453412802","title":"Copper(II)–Ammonia Complexation Equilibria in Aqueous Solutions at Temperatures from 30 to 250°C by Visible Spectroscopy","year":2001,"lang":"en","type":"article","venue":"Journal of Solution Chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Chemistry; Copper; Ammonia; Analytical Chemistry (journal); Spectral line; Absorbance; Equilibrium constant; Inorganic chemistry","authors":[{"name":"Liliana Trevani","is_ca":true},{"name":"Jenene C. Roberts","is_ca":true},{"name":"Peter R. Tremaine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01776645407080368,"gpt":0.2620603119343964,"spread":0.2442938578635927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002376616,0.0003222279,0.000238604,0.0002452427,0.0003342234,0.0003091298,0.0003764891,0.0003378512,0.001614807],"category_scores_gemma":[0.0004559,0.0002353168,0.0001486559,0.0003274682,0.0003307081,0.0003160471,0.0001551631,0.0005521194,0.0003188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003495289,"about_ca_system_score_gemma":0.0001697595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141403,"about_ca_topic_score_gemma":0.002456678,"domain_scores_codex":[0.9998012,0.00002723887,0.0000115088,0.00004512963,0.00006072039,0.00005424834],"domain_scores_gemma":[0.9998622,0.00005659018,0.00002399213,0.000008397705,0.00003807446,0.00001080032],"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":[0.0002572188,0.00002446111,0.0002859427,0.00004304653,0.000009978477,0.00003743166,0.0000674106,0.0002385095,0.9968003,0.00007941819,0.000169183,0.001987057],"study_design_scores_gemma":[0.00002044983,0.0001957869,0.002305125,0.000005787828,0.00001141025,0.00007061542,0.00004482567,0.001058661,0.9953152,0.00006116574,0.0009007452,0.00001031969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936492,0.0006325435,0.00255053,0.0000785763,0.00002368904,0.00001511421,0.0001776241,0.0001086666,0.002764046],"genre_scores_gemma":[0.9957525,0.0004640172,0.001703017,0.00003301799,0.00001097567,0.00002600768,0.0002563678,0.0000237069,0.001730421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002141403,"threshold_uncertainty_score":0.005402088,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022026852","doi":"10.1080/10934529.2013.774662","title":"Combined anaerobic-aerobic and UV/H<sub>2</sub>O<sub>2</sub>processes for the treatment of synthetic slaughterhouse wastewater","year":2013,"lang":"en","type":"article","venue":"Journal of Environmental Science and Health Part A","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Oregon State University","keywords":"Wastewater; Anaerobic exercise; Pulp and paper industry; Chemistry; Waste management; Environmental science; Biology; Engineering","authors":[{"name":"Ciro Fernando Bustillo‐Lecompte","is_ca":true},{"name":"Mehrab Mehrvar","is_ca":true},{"name":"Édgar Quiñones-Bolaños","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02414285366420947,"gpt":0.2573978816979764,"spread":0.2332550280337669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002367018,0.0007090245,0.0006490651,0.0002970874,0.0002488932,0.0005019145,0.0003594763,0.0004729536,0.0005631996],"category_scores_gemma":[0.0001002915,0.0002037515,0.0005751468,0.0002731065,0.0001672874,0.0002780023,0.0004456683,0.0004320528,0.0002506328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328599,"about_ca_system_score_gemma":0.0003492098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001473335,"about_ca_topic_score_gemma":0.003507034,"domain_scores_codex":[0.9996887,0.00004434797,0.000026452,0.00005954266,0.0001252135,0.00005571422],"domain_scores_gemma":[0.9999133,0.000009423071,0.00003165215,0.000006035644,0.00002111196,0.00001839756],"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":[0.0003171126,0.0001416572,0.0006425013,0.0001959432,0.0000247692,0.00007727458,0.00002332254,0.0003174294,0.9908392,0.00002498109,0.00003682265,0.007358917],"study_design_scores_gemma":[0.00002986503,0.00106547,0.006013029,0.00001078282,0.00007163047,0.0001806511,0.0000607677,0.001805458,0.9885374,0.00003211291,0.002180588,0.000012238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889566,0.002524336,0.00688923,0.00005147562,0.0000487717,0.00004880134,0.00007868955,0.00008308603,0.001318955],"genre_scores_gemma":[0.9841834,0.001276888,0.01182594,0.00007039243,0.00002543847,0.00004961741,0.0001237958,0.00001656235,0.002427914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001473335,"threshold_uncertainty_score":0.002929449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2168498195","doi":"10.1139/s04-037","title":"Combined electrochemical degradation and activated carbon adsorption treatments for wastewater containing mixed phenolic compounds","year":2005,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Chemistry; Chemical oxygen demand; Activated carbon; Phenol; Resorcinol; Electrolysis; Electrochemistry; Adsorption; Carbon fibers; Catechol; Chloride; Chlorophenol; Wastewater; Nuclear chemistry; Inorganic chemistry; Electrolyte; Organic chemistry; Electrode; Waste management","authors":[{"name":"D. Rajkumar","is_ca":false},{"name":"K. Palanivelu","is_ca":false},{"name":"N. Balasubramanian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008308363263185056,"gpt":0.2059679765947279,"spread":0.1976596133315429,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003295527,0.0006190384,0.0009058115,0.0004378214,0.0002025948,0.0004348682,0.0005176399,0.0008246739,0.0006016243],"category_scores_gemma":[0.0003166618,0.0003067202,0.0006267136,0.0004742504,0.0001766375,0.0003439286,0.0003292011,0.0006001519,0.0002563393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003426255,"about_ca_system_score_gemma":0.0003074261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009387491,"about_ca_topic_score_gemma":0.00243584,"domain_scores_codex":[0.9993699,0.00008889002,0.00005323956,0.0001192042,0.0002729639,0.00009581422],"domain_scores_gemma":[0.9998415,0.00003399816,0.00002681741,0.00001421985,0.00006251169,0.00002105112],"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":[0.0000677464,0.00003994382,0.0001273257,0.0001417691,0.00002018132,0.00004512875,0.00001369329,0.0001279085,0.9955107,0.00002059364,0.00001984772,0.003865141],"study_design_scores_gemma":[0.00001529432,0.0003892512,0.00163563,0.000006943744,0.00004246036,0.0001962726,0.00002016576,0.001391918,0.9953388,0.00002000835,0.0009329859,0.00001025788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698083,0.006482514,0.02179261,0.000137878,0.000141166,0.0001102403,0.0001287785,0.0001165418,0.001281983],"genre_scores_gemma":[0.9735379,0.002375248,0.01959114,0.00009865825,0.00005099272,0.00008552609,0.000152887,0.00001874843,0.004088918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009387491,"threshold_uncertainty_score":0.002485931,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2007023376","doi":"10.2166/wst.2006.421","title":"Uncertainties of spectral in situ measurements in wastewater using different calibration approaches","year":2006,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Montreal Biodome","funders":"","keywords":"Calibration; Wastewater; Nitrite; Nitrate; NOx; Environmental science; Sewage treatment; Chemistry; Environmental engineering; Analytical Chemistry (journal); Environmental chemistry; Mathematics; Statistics","authors":[{"name":"Leiv Rieger","is_ca":true},{"name":"Guenter Langergraber","is_ca":false},{"name":"Hansruedi Siegrist","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05569471640495407,"gpt":0.2433548458408439,"spread":0.1876601294358898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005986969,0.001072328,0.0005513129,0.001202812,0.0004514154,0.0009076543,0.000922156,0.001350881,0.0002527155],"category_scores_gemma":[0.01079522,0.000470062,0.0006835867,0.000949658,0.0005371261,0.000497839,0.0008191484,0.0005108131,0.0001869882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008792325,"about_ca_system_score_gemma":0.0003409412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571706,"about_ca_topic_score_gemma":0.001713494,"domain_scores_codex":[0.9943181,0.001437462,0.000379889,0.001082284,0.002576538,0.0002057843],"domain_scores_gemma":[0.9941011,0.003122927,0.000530327,0.0008769718,0.001299677,0.00006898911],"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":[0.0008737135,0.0001817624,0.02598359,0.0004784871,0.000484423,0.0001130575,0.0007247759,0.04932484,0.8519571,0.0006391057,0.0002426127,0.06899652],"study_design_scores_gemma":[0.00004050896,0.0006179552,0.04973513,0.00006161899,0.0003336274,0.0004185934,0.0002228165,0.06404666,0.8809049,0.001075019,0.002423919,0.0001191873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8047594,0.00151066,0.1911294,0.000142167,0.0001239457,0.00005923914,0.0003964399,0.0005813301,0.001297379],"genre_scores_gemma":[0.9655596,0.0003888966,0.03287453,0.00006913657,0.00001865506,0.00009694458,0.0005039936,0.00007912944,0.0004090596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005986969,"threshold_uncertainty_score":0.03166252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2108695746","doi":"10.3394/0380-1330(2008)34[559:mcciwl]2.0.co;2","title":"Mapping Chlorophyll-<i>a</i>Concentrations in West Lake, China using Landsat 7 ETM+","year":2008,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Zhejiang University; Michigan State University","keywords":"Eutrophication; Environmental science; Chlorophyll a; Water quality; Chlorophyll; Thematic Mapper; Lake ecosystem; Ecosystem; Remote sensing; Hydrology (agriculture); Trophic state index; Satellite imagery; Geography; Nutrient; Ecology; Geology; Biology","authors":[{"name":"Nathan Torbick","is_ca":false},{"name":"H Feng","is_ca":false},{"name":"Jianying Zhang","is_ca":false},{"name":"Jiaguo Qi","is_ca":false},{"name":"Hangjun Zhang","is_ca":false},{"name":"Brian L. Becker","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1060552875749881,"gpt":0.344125108618006,"spread":0.238069821043018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001509695,0.0003340438,0.0002061017,0.00102517,0.0005200694,0.0003713031,0.0003316948,0.000336918,0.0005219061],"category_scores_gemma":[0.0001384987,0.0002465791,0.0002090776,0.001372499,0.0002172629,0.0004235109,0.0002474876,0.0001320659,0.000122729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007997314,"about_ca_system_score_gemma":0.001086036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1394563,"about_ca_topic_score_gemma":0.2067178,"domain_scores_codex":[0.999894,0.000005783782,0.00000812799,0.00003485008,0.00002852373,0.00002874174],"domain_scores_gemma":[0.9999176,0.000005114036,0.00002211552,0.000005344549,0.00003079461,0.00001894854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005208905,0.0002460126,0.8324432,0.0001572432,0.0001965507,0.0004251389,0.0009337259,0.006691925,0.1113896,0.0004852304,0.002362765,0.04414769],"study_design_scores_gemma":[0.00001929009,0.00001783348,0.9920041,0.000002450896,0.00003235659,0.00002905728,0.0001481881,0.005061995,0.002127327,0.0000384811,0.0005079047,0.00001104947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986566,0.00003037324,0.0002331031,0.00002786137,0.000001952827,0.000006202227,0.0005078876,0.00003321252,0.0005028799],"genre_scores_gemma":[0.9978017,0.00003004043,0.0007021034,0.00001445357,0.000002855636,0.000009862224,0.0007636655,0.000004537265,0.0006707233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1394563,"threshold_uncertainty_score":0.2772891,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2049443327","doi":"10.1021/es902391t","title":"Simulation of UV Photoreactor for Degradation of Chemical Contaminants: Model Development and Evaluation","year":2010,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computational fluid dynamics; Degradation (telecommunications); Process (computing); Process engineering; Eulerian path; Chemical process; TRACER; Environmental science; Computer science; Materials science; Nuclear engineering; Chemistry; Mechanics; Chemical engineering; Engineering; Physics","authors":[{"name":"Siamak Elyasi","is_ca":true},{"name":"Fariborz Taghipour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02143238162501937,"gpt":0.2772848698030574,"spread":0.2558524881780381,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004718528,0.0006091923,0.0007630324,0.0003878738,0.0004708922,0.0006704543,0.001145219,0.001403963,0.001716538],"category_scores_gemma":[0.001160193,0.0002871102,0.0007171014,0.0004316446,0.000319583,0.0005036943,0.0004940585,0.0006657759,0.0002346601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175906,"about_ca_system_score_gemma":0.001275853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02040925,"about_ca_topic_score_gemma":0.007802968,"domain_scores_codex":[0.9998248,0.0000416498,0.00001183539,0.00002729534,0.00006320735,0.00003128113],"domain_scores_gemma":[0.999421,0.0003067302,0.0000516899,0.00004329075,0.0001531322,0.00002423169],"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":[0.00003564643,0.00003283905,0.0005461005,0.00003082489,0.00000504025,0.00002661895,0.00001697223,0.9946079,0.002505548,0.0003563822,0.0000775509,0.001758562],"study_design_scores_gemma":[0.000005582482,0.00001835337,0.00009262456,0.000002068604,0.000001977352,0.000003432865,0.000005528305,0.9981323,0.001529584,0.00006319381,0.0001426654,0.000002651763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010607,0.0006339032,0.1778674,0.0005321011,0.00008985049,0.000442371,0.001685091,0.0009995315,0.01668905],"genre_scores_gemma":[0.9521977,0.0004765039,0.04147084,0.0000520903,0.0000134749,0.0005297309,0.0006762606,0.00007283199,0.004510462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02040925,"threshold_uncertainty_score":0.04058093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2985667354","doi":"10.1016/j.watres.2019.115230","title":"Modeling of ozone decomposition, oxidant exposures, and the abatement of micropollutants during ozonation processes","year":2019,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"National Research Foundation of Korea; Ministry of Environment; Seoul National University","keywords":"Ozone; Chemistry; Alkalinity; Environmental chemistry; Decomposition; Hydroxyl radical; Linear regression; Empirical modelling; Water treatment; Dissolved organic carbon; Environmental science; Environmental engineering; Radical; Mathematics; Statistics","authors":[{"name":"Min Sik Kim","is_ca":false},{"name":"Dongwon Cha","is_ca":false},{"name":"Kimyeong Lee","is_ca":false},{"name":"Hye-Jin Lee","is_ca":true},{"name":"Tae‐Wan Kim","is_ca":false},{"name":"Changha Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03445866779730185,"gpt":0.323692999582471,"spread":0.2892343317851692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002439033,0.0006763483,0.0005610553,0.0003384873,0.0005409729,0.0009363752,0.0008839896,0.00120597,0.001532141],"category_scores_gemma":[0.0006398808,0.0004294129,0.0007635648,0.0002655241,0.0003790285,0.0006462442,0.0004155352,0.0005862548,0.0001518414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423981,"about_ca_system_score_gemma":0.001374877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06029298,"about_ca_topic_score_gemma":0.02732362,"domain_scores_codex":[0.9999017,0.00001656946,0.00000442721,0.00002142559,0.00001841344,0.00003759348],"domain_scores_gemma":[0.9996946,0.0001722773,0.00004506182,0.00001172292,0.00004609257,0.00003032928],"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":[0.00007606434,0.00005375181,0.001709746,0.00001889322,0.00001449218,0.00004572816,0.00001777005,0.9930848,0.00323112,0.0005658742,0.0000760085,0.00110581],"study_design_scores_gemma":[0.00001031338,0.00003185871,0.0005835412,0.000001409685,0.000007705779,0.000004941212,0.0000126049,0.9977143,0.001391281,0.0001470128,0.00009115827,0.000003984117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713996,0.000305522,0.01979614,0.0002831592,0.00003778391,0.00005786821,0.0004589032,0.0001169548,0.007544131],"genre_scores_gemma":[0.9956717,0.00016686,0.001430817,0.00002148491,0.000005675414,0.00002851363,0.0001386337,0.00001662617,0.002519591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06029298,"threshold_uncertainty_score":0.1198841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2203984701","doi":"10.1039/c5ay02549d","title":"Analysis of dissolved organic matter fluorescence using self-organizing maps: mini-review and tutorial","year":2015,"lang":"en","type":"article","venue":"Analytical Methods","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Fluorescence; Dissolved organic carbon; Environmental chemistry; Natural organic matter; Chemistry; Organic matter; Environmental science; Chromatography; Analytical Chemistry (journal); Computer science; Biological system; Biology; Physics; Organic chemistry; Optics","authors":[{"name":"Chad W. Cuss","is_ca":true},{"name":"Céline Guéguen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06801629433027744,"gpt":0.3786263532242344,"spread":0.310610058893957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116356,0.001206195,0.001158603,0.002505629,0.0002278027,0.0007289498,0.001313245,0.000763567,0.006164512],"category_scores_gemma":[0.001701677,0.0006354719,0.001029346,0.002297021,0.0002779186,0.001494046,0.0006238965,0.001350687,0.00688058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116694,"about_ca_system_score_gemma":0.0007987741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250355,"about_ca_topic_score_gemma":0.002108089,"domain_scores_codex":[0.9996873,0.00006051081,0.0000409382,0.0000664483,0.0001274159,0.00001741396],"domain_scores_gemma":[0.9989821,0.0003699129,0.00008386302,0.00003950438,0.0004726353,0.00005190737],"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":[0.00005691517,0.0001059154,0.0004190649,0.01106553,0.0001844959,0.0001715089,0.000104186,0.002282915,0.02200289,0.004113071,0.1038657,0.8556278],"study_design_scores_gemma":[0.000018226,0.0001749178,0.00265409,0.001438425,0.0001442924,0.001379806,0.00007830669,0.005693134,0.02974804,0.00756295,0.9509775,0.0001302073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003116603,0.8071368,0.1733881,0.002686908,0.003627912,0.0003160094,0.001328715,0.001587376,0.006811652],"genre_scores_gemma":[0.01255365,0.7844687,0.1647406,0.001592007,0.004543495,0.0007532676,0.002292413,0.0006878472,0.02836808],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006164512,"threshold_uncertainty_score":0.02062237,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993821119","doi":"10.1080/1062936021000020062","title":"Global Government applications of analogues, SAR s and QSAR s to predict aquatic toxicity, chemical or physical properties, environmental fate parameters and health effects of organic chemicals","year":2002,"lang":"en","type":"article","venue":"SAR and QSAR in environmental research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Miljøstyrelsen; Ministry of Economy, Trade and Industry","keywords":"Quantitative structure–activity relationship; Government (linguistics); Organic chemicals; German; Biochemical engineering; Chemical toxicity; Business; Environmental science; Environmental resource management; Environmental chemistry; Chemistry; Computer science; Engineering; Machine learning; Geography; Water pollutants","authors":[{"name":"John D. Walker","is_ca":false},{"name":"Lars Carlsen","is_ca":false},{"name":"Etje Hulzebos","is_ca":false},{"name":"Brigitte Simon-Hettich","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0407091957361678,"gpt":0.2999859552214881,"spread":0.2592767594853203,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006340246,0.0009843601,0.0008376697,0.002337937,0.0004696216,0.0013946,0.000583338,0.0008091331,0.002702771],"category_scores_gemma":[0.008706161,0.0003142815,0.00111585,0.002690899,0.001204853,0.001272163,0.00095113,0.001063607,0.0006493249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098987,"about_ca_system_score_gemma":0.0009767937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864041,"about_ca_topic_score_gemma":0.00392451,"domain_scores_codex":[0.9962735,0.002236186,0.0001718027,0.0003150734,0.0009048945,0.00009855025],"domain_scores_gemma":[0.9947024,0.002699605,0.0009369438,0.0007270117,0.0008627436,0.0000712285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004780756,0.0003707447,0.04499318,0.001401547,0.0004963648,0.0002753656,0.0006372113,0.2477661,0.02607751,0.07357908,0.005320925,0.5986039],"study_design_scores_gemma":[0.0002765579,0.007702006,0.05344002,0.0006046066,0.001157211,0.001253866,0.002183857,0.3688392,0.06299934,0.222444,0.2788053,0.0002940515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2344357,0.03580043,0.5755515,0.007782406,0.0004138492,0.0008861553,0.002733338,0.001868114,0.1405286],"genre_scores_gemma":[0.8146744,0.02048461,0.1546938,0.001081266,0.0002719144,0.0004137518,0.001763757,0.0001613657,0.006455175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006340246,"threshold_uncertainty_score":0.03353083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2971161046","doi":"10.1016/j.watres.2019.115022","title":"Computational modeling of ultraviolet light-emitting diode (UV-LED) reactor for water treatment","year":2019,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultraviolet; Light-emitting diode; Radiation; Optoelectronics; Wavelength; Diode; Materials science; Flexibility (engineering); Optics; Nuclear engineering; Physics; Engineering","authors":[{"name":"Majid Keshavarzfathy","is_ca":true},{"name":"Fariborz Taghipour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07907442442954538,"gpt":0.3516709897534541,"spread":0.2725965653239087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003055822,0.0005419654,0.001101646,0.0004005286,0.0009161666,0.001502729,0.001528429,0.002258454,0.005532003],"category_scores_gemma":[0.001084436,0.0006044823,0.001114587,0.0005350398,0.0006362491,0.000648297,0.0006144479,0.0008653079,0.0004079163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567357,"about_ca_system_score_gemma":0.002202071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03457417,"about_ca_topic_score_gemma":0.01865853,"domain_scores_codex":[0.9998146,0.00004643932,0.000006287354,0.00003109409,0.00005129673,0.00005030159],"domain_scores_gemma":[0.9994321,0.0003745512,0.00004034025,0.00002510486,0.00008755225,0.00004022611],"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":[0.00002661363,0.00003605304,0.0003176584,0.00002497066,0.000009078877,0.00003911309,0.000009978987,0.9967619,0.0003703203,0.001473863,0.0002584385,0.0006720995],"study_design_scores_gemma":[0.000005988593,0.000007401198,0.00007664478,0.000001907802,0.000002831394,0.000004098524,0.000008420492,0.999427,0.0001259418,0.0001981106,0.0001393813,0.000002357572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7604135,0.001425182,0.1186842,0.002200401,0.0003802179,0.0001886971,0.001975141,0.0005122773,0.1142205],"genre_scores_gemma":[0.9745384,0.0003891582,0.01191727,0.0002080316,0.00004387262,0.0001937609,0.0005076243,0.0000877186,0.01211415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03457417,"threshold_uncertainty_score":0.06874579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1972677040","doi":"10.1016/j.watres.2005.08.026","title":"Variability estimation of urban wastewater biodegradable fractions by respirometry","year":2005,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Respirometry; Fractionation; Wastewater; Fraction (chemistry); Environmental science; Sanitary sewer; Environmental engineering; Chemistry; Chromatography","authors":[{"name":"Fabienne Lagarde","is_ca":false},{"name":"Marie‐Hélène Tusseau‐Vuillemin","is_ca":false},{"name":"Paul Lessard","is_ca":true},{"name":"A. Héduit","is_ca":false},{"name":"François Dutrop","is_ca":false},{"name":"Jean‐Marie Mouchel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04902682453105192,"gpt":0.3409410324654141,"spread":0.2919142079343622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006149251,0.000307446,0.0004058855,0.0008047002,0.0001940175,0.0004635181,0.0003338674,0.0003353896,0.0001947416],"category_scores_gemma":[0.001292157,0.0001761254,0.0004135963,0.0006133853,0.0001508978,0.0003116754,0.0002759418,0.0002684429,0.000131316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004601637,"about_ca_system_score_gemma":0.0001520767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003851428,"about_ca_topic_score_gemma":0.00303268,"domain_scores_codex":[0.9995458,0.00008697339,0.00002854769,0.0001612695,0.000142374,0.00003494905],"domain_scores_gemma":[0.9992077,0.0003629871,0.0001556836,0.00007894258,0.0001798187,0.00001481938],"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":[0.0008628896,0.0001144851,0.1982562,0.0001034265,0.0002193063,0.00007871247,0.0002106277,0.01837749,0.735772,0.0001688528,0.0001725589,0.04566349],"study_design_scores_gemma":[0.00002877532,0.0005104383,0.5161507,0.000008916943,0.0001780372,0.0002541394,0.0001455684,0.1243577,0.3568619,0.0003741824,0.001070825,0.00005875767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675294,0.0001512412,0.03151932,0.00001319574,0.000003769039,0.00001359982,0.0002667979,0.0001302537,0.0003723887],"genre_scores_gemma":[0.9962298,0.0000484129,0.00317471,0.000004765186,0.000003233351,0.00001349179,0.000343763,0.0000226607,0.0001591761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003851428,"threshold_uncertainty_score":0.007658005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079021774","doi":"10.1016/j.chemolab.2011.09.007","title":"Online sensor for monitoring a microalgal bioreactor system using support vector regression","year":2011,"lang":"en","type":"article","venue":"Chemometrics and Intelligent Laboratory Systems","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Bioreactor; Process engineering; Support vector machine; Computer science; Environmental science; Transformation (genetics); Biological system; Biomass (ecology); Artificial intelligence; Engineering; Chemistry; Biology","authors":[{"name":"Venkat R. Nadadoor","is_ca":true},{"name":"Hector De la Hoz Siegler","is_ca":true},{"name":"Sirish L. Shah","is_ca":true},{"name":"William C. McCaffrey","is_ca":true},{"name":"Amos Ben‐Zvi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09317827793703912,"gpt":0.2874435583997518,"spread":0.1942652804627127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000425315,0.0005115784,0.000575405,0.0003469366,0.0002201367,0.0003907221,0.000682416,0.000508494,0.001215313],"category_scores_gemma":[0.0006257598,0.0002075155,0.0001841473,0.000316762,0.0001278644,0.000481647,0.0003151982,0.0005127665,0.00048468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365947,"about_ca_system_score_gemma":0.0002342877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008031658,"about_ca_topic_score_gemma":0.001290407,"domain_scores_codex":[0.9995364,0.00004726092,0.00002638836,0.00009214255,0.0002719619,0.00002601279],"domain_scores_gemma":[0.9995943,0.0001112587,0.00005224849,0.00004026906,0.0001772701,0.00002467625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006412838,0.0004560914,0.004761721,0.0002376347,0.00004829187,0.00008212515,0.00008058203,0.005349577,0.7123382,0.0004046953,0.002010016,0.2735897],"study_design_scores_gemma":[0.00007147541,0.0009518584,0.009866045,0.0000168852,0.00007162923,0.0002181681,0.00003579155,0.402733,0.5814021,0.0003446154,0.004244586,0.00004385264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4110731,0.0008615867,0.5779364,0.0003547156,0.0003346567,0.0001802562,0.0008687372,0.00550434,0.002886233],"genre_scores_gemma":[0.8805227,0.0002067266,0.11552,0.0001530911,0.00004067503,0.0001388785,0.0003344924,0.0000445732,0.003038736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001215313,"threshold_uncertainty_score":0.004065633,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2334389696","doi":"10.1021/es202607n","title":"Characterization of Aquatic Particles by Direct FTIR Analysis of Filters and Quantification of Elemental and Molecular Compositions","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"St. Francis Xavier University; Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fourier transform infrared spectroscopy; Chemistry; Attenuated total reflection; Amide; Partial least squares regression; Infrared spectroscopy; Biogeochemical cycle; Particulates; Environmental chemistry; Chromatography; Analytical Chemistry (journal); Organic chemistry; Chemical engineering","authors":[{"name":"Luc Tremblay","is_ca":true},{"name":"Ghita Alaoui","is_ca":true},{"name":"Marc N. Léger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01092613741780855,"gpt":0.2173609034227076,"spread":0.2064347660048991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002592274,0.0004793635,0.0003046714,0.0006490329,0.0003876764,0.0004455046,0.0002681306,0.0003813704,0.0007413286],"category_scores_gemma":[0.0002816023,0.0001830315,0.0002827966,0.0002719829,0.0002462141,0.0003124064,0.0002332919,0.000375044,0.0004736339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493642,"about_ca_system_score_gemma":0.0002591738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481904,"about_ca_topic_score_gemma":0.008882283,"domain_scores_codex":[0.999769,0.00001304098,0.000009389841,0.00006180968,0.000122616,0.00002403973],"domain_scores_gemma":[0.9998112,0.00004295305,0.00003345612,0.00001203344,0.00008584865,0.00001449039],"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":[0.00001827264,0.00001315118,0.002838673,0.00004291712,0.00001017829,0.00002327349,0.00003700982,0.00008218446,0.9906591,0.00002550534,0.0000314103,0.006218328],"study_design_scores_gemma":[0.000005147042,0.0002396088,0.0637207,0.00001685221,0.00003299466,0.0002660018,0.0001452786,0.002109425,0.9297741,0.00009245385,0.003582216,0.00001526267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943222,0.001186338,0.05015671,0.00005293432,0.00002938502,0.0002069332,0.001476602,0.0002290055,0.003440158],"genre_scores_gemma":[0.8793422,0.002524757,0.1073527,0.0001908008,0.00002683243,0.0002516628,0.002486489,0.0001454403,0.007679163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004481904,"threshold_uncertainty_score":0.008911669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2011410313","doi":"10.1007/s11270-014-1906-0","title":"Modeling of UV-Induced Photodegradation of Naphthalene in Marine Oily Wastewater by Artificial Neural Networks","year":2014,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Naphthalene; Artificial neural network; Biological system; Backpropagation; Salinity; Wastewater; Photodegradation; Sigmoid function; Transfer function; Seawater; Degradation (telecommunications); Feedforward neural network; Environmental science; Computer science; Materials science; Chemistry; Environmental engineering; Artificial intelligence; Engineering; Organic chemistry","authors":[{"name":"Liang Jing","is_ca":true},{"name":"Bing Chen","is_ca":true},{"name":"Baiyu Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01543013929812785,"gpt":0.2207269899897916,"spread":0.2052968506916638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002243916,0.000488456,0.0004439123,0.0002296332,0.0003220227,0.0005821307,0.0005944035,0.0009785732,0.0009373503],"category_scores_gemma":[0.0005116981,0.0003145771,0.0006306088,0.0002408561,0.000351773,0.0004778101,0.0002962013,0.0005138717,0.000109201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008680422,"about_ca_system_score_gemma":0.0006218437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03544778,"about_ca_topic_score_gemma":0.01639322,"domain_scores_codex":[0.9999212,0.00001635184,0.000005156947,0.00001919357,0.00001986773,0.00001825888],"domain_scores_gemma":[0.9998017,0.0001073999,0.0000244235,0.000006280088,0.00005211525,0.000008157259],"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":[0.00001775928,0.00001634231,0.0004067076,0.00001311611,0.00001071732,0.0000163068,0.000006984659,0.9972224,0.000848696,0.0001375448,0.00003134687,0.001272045],"study_design_scores_gemma":[0.000001041205,0.00000494969,0.00009680136,5.588563e-7,0.000001817272,0.000001164468,0.000001809844,0.9996166,0.0002229167,0.00003683434,0.00001450452,0.000001036165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790017,0.0006294379,0.1087144,0.0003120724,0.00009758421,0.00004692481,0.0001808072,0.0002251298,0.01079189],"genre_scores_gemma":[0.9958384,0.0001163415,0.00130866,0.00001814053,0.000006249958,0.00002345345,0.00004268783,0.000006697391,0.002639381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03544778,"threshold_uncertainty_score":0.07048291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281727304","doi":"10.1016/j.jelechem.2022.116466","title":"A Review: TiO2 based photoelectrocatalytic chemical oxygen demand sensors and their usage in industrial applications","year":2022,"lang":"en","type":"article","venue":"Journal of Electroanalytical Chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mantech (Canada); Dalhousie University; University of Waterloo","funders":"","keywords":"Chemical oxygen demand; Photocatalysis; Process engineering; Biochemical engineering; Oxygen evolution; On demand; Nanotechnology; Population; Chemistry; Computer science; Environmental science; Electrochemistry; Catalysis; Environmental engineering; Sewage treatment; Electrode; Engineering; Materials science","authors":[{"name":"Bersu Baştuğ Azer","is_ca":true},{"name":"Ahmet Gülsaran","is_ca":true},{"name":"Joel R. Pennings","is_ca":true},{"name":"Resul Saritas","is_ca":true},{"name":"Samed Kocer","is_ca":true},{"name":"Jessica L. Bennett","is_ca":true},{"name":"Yash Devdas Abhang","is_ca":true},{"name":"Michael A. Pope","is_ca":true},{"name":"Eihab Abdel‐Rahman","is_ca":true},{"name":"Mustafa Yavuz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01410102119285468,"gpt":0.2363594599384578,"spread":0.2222584387456032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008073816,0.001254425,0.001369086,0.003249662,0.0002649467,0.001529452,0.0009305022,0.001651992,0.002355616],"category_scores_gemma":[0.001329587,0.0003880571,0.0005285003,0.004098895,0.0005461781,0.001972192,0.0006348112,0.001508653,0.001806555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000559753,"about_ca_system_score_gemma":0.001070498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008102136,"about_ca_topic_score_gemma":0.001791761,"domain_scores_codex":[0.999561,0.00004356218,0.00006320199,0.0001038959,0.0001888296,0.00003948654],"domain_scores_gemma":[0.9990107,0.0003489136,0.0001758583,0.0000266035,0.0003722291,0.00006559279],"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":[0.0001427479,0.0001503946,0.0002144439,0.03871318,0.0001969932,0.0003197538,0.00008041369,0.0003683372,0.01895609,0.002369012,0.08482157,0.8536671],"study_design_scores_gemma":[0.00001358029,0.0001758253,0.0008056384,0.002551258,0.0001626767,0.0008226396,0.00005370303,0.0001148664,0.005635302,0.0006240272,0.9890009,0.00003955439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002263004,0.9970832,0.0002919184,0.0003955746,0.001182912,0.000007923648,0.00003552979,0.00001013184,0.0007665047],"genre_scores_gemma":[0.001457441,0.9948823,0.0003631829,0.0007632931,0.0009267557,0.00001185417,0.00004509042,0.000004856403,0.001545162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003249662,"threshold_uncertainty_score":0.00788027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386513137","doi":"10.1088/1681-7575/acf76d","title":"Quantification of titanium dioxide (TiO<sub>2</sub>) anatase and rutile polymorphs in binary mixtures by Raman spectroscopy: an interlaboratory comparison","year":2023,"lang":"en","type":"article","venue":"Metrologia","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"National Institute of Standards and Technology; Government of the United Kingdom","keywords":"Rutile; Raman spectroscopy; Anatase; Titanium dioxide; Materials science; Sample preparation; Analytical Chemistry (journal); Spectroscopy; Titanium; Characterization (materials science); Nanotechnology; Chemistry; Chromatography; Photocatalysis; Optics; Metallurgy; Catalysis; Physics","authors":[{"name":"Alessio Sacco","is_ca":false},{"name":"Luisa Mandrile","is_ca":false},{"name":"Li‐Lin Tay","is_ca":true},{"name":"Nobuyasu Itoh","is_ca":false},{"name":"Ankit Raj","is_ca":false},{"name":"A. Moure","is_ca":false},{"name":"Adolfo del Campo","is_ca":false},{"name":"J.F. Fernández","is_ca":false},{"name":"Keith R. Paton","is_ca":false},{"name":"Sebastian Wood","is_ca":false},{"name":"HyukSang Kwon","is_ca":false},{"name":"Tehseen Adel","is_ca":false},{"name":"Angela R. Hight Walker","is_ca":false},{"name":"Erlon H. Martins Ferreira","is_ca":false},{"name":"R. Theissmann","is_ca":false},{"name":"Thomas Koch","is_ca":false},{"name":"Andrea Mario Giovannozzi","is_ca":false},{"name":"Chiara Portesi","is_ca":false},{"name":"Andrea Mario Rossi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01798614432913994,"gpt":0.2771706404453635,"spread":0.2591844961162236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01197323,0.001076918,0.0006848779,0.002510326,0.0008582748,0.001839347,0.001154244,0.001673836,0.001452729],"category_scores_gemma":[0.01072786,0.0004743001,0.001078033,0.001571412,0.001089996,0.0006277469,0.001850377,0.000662051,0.0007183648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008524741,"about_ca_system_score_gemma":0.0008251183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958964,"about_ca_topic_score_gemma":0.00293867,"domain_scores_codex":[0.9837202,0.005110039,0.0009045775,0.003341179,0.006561014,0.00036289],"domain_scores_gemma":[0.9923316,0.002331501,0.0008802967,0.001297077,0.003023294,0.0001361148],"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":[0.002263842,0.001050254,0.03702931,0.0006568044,0.0005570985,0.00008276819,0.0009576537,0.004296886,0.8865923,0.0006489253,0.0007669805,0.06509727],"study_design_scores_gemma":[0.00007160493,0.00305585,0.08045381,0.0001104869,0.0005489954,0.0003359141,0.0005917497,0.01631352,0.8909969,0.0007357316,0.006626009,0.0001594633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87001,0.002542115,0.1159891,0.0002564853,0.000320804,0.001102669,0.00287551,0.0007687536,0.006134591],"genre_scores_gemma":[0.9071336,0.000661224,0.0863583,0.0002388422,0.00005898558,0.000738395,0.002255437,0.0001687793,0.002386541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197323,"threshold_uncertainty_score":0.06332123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047661849","doi":"10.1021/es103796v","title":"In Situ Measurement of UV Fluence Rate Distribution by Use of a Micro Fluorescent Silica Detector","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","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 Alberta","funders":"","keywords":"Fluence; Ultraviolet; Transmittance; Materials science; Fluorescence; Detector; In situ; Analytical Chemistry (journal); Optics; RADIUS; Range (aeronautics); Optoelectronics; Chemistry; Physics; Laser; Chromatography","authors":[{"name":"Mengkai Li","is_ca":false},{"name":"Zhimin Qiang","is_ca":false},{"name":"Tinggang Li","is_ca":false},{"name":"James R. Bolton","is_ca":true},{"name":"Changlong Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02138935745687175,"gpt":0.2123327267568881,"spread":0.1909433693000163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003382915,0.0003785267,0.0003395748,0.0004377676,0.0002356161,0.0002605235,0.0004098971,0.0004199238,0.0009419861],"category_scores_gemma":[0.0004663339,0.000247799,0.0002075027,0.0002404825,0.0002685827,0.0003576986,0.0001974187,0.0004990218,0.0001993576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000359467,"about_ca_system_score_gemma":0.0002436523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097417,"about_ca_topic_score_gemma":0.001673345,"domain_scores_codex":[0.9997064,0.00002419656,0.00001339569,0.0001209399,0.0001067029,0.00002841906],"domain_scores_gemma":[0.9996206,0.0001549205,0.00006976126,0.0000297463,0.0001057632,0.00001924908],"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":[0.00002157881,0.000009522467,0.000284321,0.00001670969,0.000002925819,0.00001497049,0.00002435901,0.00009359956,0.9977773,0.00004054502,0.00001440967,0.001699867],"study_design_scores_gemma":[0.000001833177,0.00005946915,0.001163687,0.000001608831,0.000005969464,0.00006297376,0.00001603143,0.001605445,0.9967582,0.00001914719,0.0002997144,0.000006065517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086567,0.0005387071,0.08794627,0.00007382029,0.00003335898,0.00004568672,0.0002952865,0.0005242382,0.001886014],"genre_scores_gemma":[0.9282506,0.0004385583,0.06893007,0.000041179,0.00001485287,0.00005925847,0.0001198556,0.00004418755,0.002101427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001097417,"threshold_uncertainty_score":0.003151298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2994269280","doi":"10.2175/193864702785033527","title":"PERACETIC ACID (PAA) AS A DISINFECTANT FOR MUNICIPAL WASTEWATERS: ENCOURAGING PERFORMANCE RESULTS FROM PHYSICOCHEMICAL AS WELL AS BIOLOGICAL EFFLUENTS","year":2002,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Peracetic acid; Disinfectant; Alum; Effluent; Chemistry; Reagent; Pulp and paper industry; Ferric; Environmental chemistry; Waste management; Hydrogen peroxide; Environmental science; Organic chemistry; Environmental engineering","authors":[{"name":"Ronald Gehr","is_ca":false},{"name":"Dawn Cochrane","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02068113017747513,"gpt":0.2143367770696523,"spread":0.1936556468921771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006870957,0.0004162135,0.000309957,0.0004755528,0.0005752795,0.0006073311,0.0003043924,0.000474143,0.001151972],"category_scores_gemma":[0.0004937664,0.0001876834,0.0002169371,0.0004963876,0.0003492872,0.0002348134,0.0002743166,0.0003417054,0.000713388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008284801,"about_ca_system_score_gemma":0.0007041714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03563376,"about_ca_topic_score_gemma":0.07735105,"domain_scores_codex":[0.9993937,0.00009900778,0.00004864861,0.00008781194,0.0002902857,0.00008057455],"domain_scores_gemma":[0.9994634,0.00007717495,0.00004212316,0.00003557332,0.0003225636,0.00005915155],"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":[0.000280277,0.0001206677,0.001502565,0.0001817531,0.00001883221,0.0000522582,0.00007812305,0.0002869841,0.976882,0.00002852377,0.00032622,0.02024173],"study_design_scores_gemma":[0.00001704045,0.00121364,0.01083939,0.00001167872,0.00003935728,0.0001768446,0.00006294305,0.0002969409,0.983961,0.00001164006,0.003357917,0.00001153715],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867163,0.006541829,0.002232142,0.0002931866,0.00002220322,0.00005014354,0.0002594551,0.0001208907,0.0037639],"genre_scores_gemma":[0.9737085,0.007590502,0.004858363,0.0001579591,0.00002231121,0.00002798434,0.0009619161,0.00005454856,0.01261792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03563376,"threshold_uncertainty_score":0.0708527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1992277448","doi":"10.1007/s001280185","title":"Principal Component Analysis Applied to the Assessment of Metal Pollution from Urban Wastes in the Culiacán River Estuary","year":2001,"lang":"en","type":"article","venue":"Bulletin of Environmental Contamination and Toxicology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Estuary; Environmental science; Ecotoxicology; Pollution; Principal component analysis; Water pollution; Environmental chemistry; Environmental engineering; Ecology; Chemistry; Biology; Mathematics","authors":[{"name":"Ana Carolina Ruíz-Fernández","is_ca":false},{"name":"Federico Páez‐Osuna","is_ca":false},{"name":"Claude Hillaire‐Marcel","is_ca":true},{"name":"Martín Federico Soto-Jiménez","is_ca":false},{"name":"Bassam Ghaleb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01187190624345905,"gpt":0.2410852786865754,"spread":0.2292133724431163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000365331,0.0003840149,0.0004299122,0.0011488,0.0005015236,0.0006792814,0.0001456494,0.0001760117,0.0005112952],"category_scores_gemma":[0.0008788451,0.0001175431,0.0003371651,0.00184761,0.0001789868,0.00008012528,0.0002520228,0.0002183016,0.0001194367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179346,"about_ca_system_score_gemma":0.000719522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0467233,"about_ca_topic_score_gemma":0.0377821,"domain_scores_codex":[0.9998,0.00006886738,0.00001500822,0.00003224294,0.00005508134,0.00002880467],"domain_scores_gemma":[0.9998106,0.00006102406,0.00001408501,0.00001131355,0.00009081483,0.00001218099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001667756,0.0003670377,0.2429911,0.0003465991,0.0004445965,0.0007023727,0.001063645,0.03765408,0.1970184,0.0006717428,0.00105971,0.516013],"study_design_scores_gemma":[0.00004831208,0.0005541007,0.8076321,0.00001429443,0.0002973021,0.0002830143,0.0007865253,0.1405761,0.04698448,0.0003935624,0.002387629,0.00004252278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856818,0.0002029118,0.01324022,0.00002599144,0.00001004127,0.00003748947,0.0001272008,0.000105186,0.0005693078],"genre_scores_gemma":[0.987322,0.0002252753,0.01154592,0.000005819971,0.000003715475,0.00002720192,0.0001925028,0.000013971,0.0006636013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0467233,"threshold_uncertainty_score":0.09290272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2180003493","doi":"10.1016/j.snb.2015.10.001","title":"Determination of chemical oxygen demand based on photoelectrocatalysis of nanoporous TiO 2 electrodes","year":2015,"lang":"en","type":"article","venue":"Sensors and Actuators B Chemical","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Nanoporous; Chemical oxygen demand; Electrode; Electrochemistry; Materials science; Reagent; Anode; Wastewater; Environmentally friendly; Chemical engineering; Linear range; Detection limit; Nanotechnology; Chemistry; Chromatography; Environmental science; Environmental engineering; Organic chemistry","authors":[{"name":"Zhaoyang Zhang","is_ca":true},{"name":"Xin Chang","is_ca":true},{"name":"Aicheng Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01114198506461145,"gpt":0.2290399153749564,"spread":0.2178979303103449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002082078,0.0003289488,0.0002026282,0.0003738282,0.0001584086,0.00037471,0.0006175354,0.0008628379,0.0008581006],"category_scores_gemma":[0.0004953131,0.0002582055,0.00020838,0.0002345633,0.0002193281,0.0004092903,0.0001885089,0.000474417,0.000217754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005664185,"about_ca_system_score_gemma":0.0001791468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149889,"about_ca_topic_score_gemma":0.002920779,"domain_scores_codex":[0.9996505,0.00002857531,0.00002614971,0.00008993168,0.0001576067,0.00004724946],"domain_scores_gemma":[0.9998292,0.00006913306,0.00002138701,0.00001802895,0.00004345377,0.0000187868],"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":[0.00003429473,0.00001220372,0.0001526255,0.00001581748,0.000003365327,0.00002080394,0.000009093015,0.00005159347,0.9987026,0.0000391436,0.00002956041,0.0009288787],"study_design_scores_gemma":[0.000003515724,0.0000484435,0.001097227,0.000001381975,0.000004831452,0.00003773435,0.0000138976,0.002865011,0.995555,0.00003642138,0.0003320121,0.000004432854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849679,0.0008334194,0.01109863,0.0002112176,0.0001394284,0.00003653379,0.0005003453,0.0001651642,0.002047449],"genre_scores_gemma":[0.9919205,0.000423908,0.005307498,0.00007559248,0.00002180221,0.00002388814,0.0003376076,0.000009750636,0.001879569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00149889,"threshold_uncertainty_score":0.004109681,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2080724205","doi":"10.1016/j.watres.2005.11.003","title":"Oxidation of resin and fatty acids by ozone: Kinetics and toxicity study","year":2005,"lang":"en","type":"article","venue":"Water Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reaction rate constant; Chemistry; Kinetics; Ozone; Effluent; Fatty acid; Order of reaction; Chromatography; Nuclear chemistry; Organic chemistry; Environmental engineering","authors":[{"name":"Mohamed Gamal El‐Din","is_ca":true},{"name":"Daniel W. Smith","is_ca":true},{"name":"Fares Al Momani","is_ca":true},{"name":"Weixing Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0571307297224837,"gpt":0.3488859123257063,"spread":0.2917551826032226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003331619,0.000467566,0.0002955471,0.0003110156,0.0003012519,0.0003504829,0.0004120049,0.0005478791,0.001557251],"category_scores_gemma":[0.0003586385,0.0002148445,0.000542947,0.0002845779,0.0002185494,0.0004106344,0.0002249921,0.0005174823,0.0004789227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003072617,"about_ca_system_score_gemma":0.0003235815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008105472,"about_ca_topic_score_gemma":0.005256906,"domain_scores_codex":[0.9997984,0.00003273234,0.000009028216,0.00003331683,0.00004487616,0.00008163594],"domain_scores_gemma":[0.9997788,0.00006336352,0.00003509125,0.00002309493,0.00006207044,0.00003756192],"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":[0.001442516,0.0002151084,0.002878375,0.0001109631,0.00003623777,0.00008922745,0.000128228,0.0004896783,0.9881573,0.0001503825,0.0001288098,0.006173026],"study_design_scores_gemma":[0.00004255698,0.001796492,0.008500782,0.00001002222,0.0000594978,0.000207412,0.0001733462,0.002324676,0.984983,0.00008362479,0.001801747,0.00001678742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941483,0.001484344,0.003057752,0.00004049746,0.00001823453,0.00002128337,0.0001805181,0.00003003758,0.001019055],"genre_scores_gemma":[0.9935364,0.0012269,0.001323166,0.00002489504,0.000007919676,0.00001004801,0.0003403173,0.00001917151,0.003511125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008105472,"threshold_uncertainty_score":0.01611656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2344030229","doi":"10.1016/j.chemosphere.2016.04.061","title":"Combining parallel factor analysis and machine learning for the classification of dissolved organic matter according to source using fluorescence signatures","year":2016,"lang":"en","type":"article","venue":"Chemosphere","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Support vector machine; Leachate; Dissolved organic carbon; Artificial intelligence; Colored dissolved organic matter; Random forest; Fractionation; Multilayer perceptron; Environmental science; Pattern recognition (psychology); Environmental chemistry; Computer science; Chemistry; Artificial neural network; Chromatography","authors":[{"name":"Chad W. Cuss","is_ca":true},{"name":"Sabine McConnell","is_ca":true},{"name":"Céline Guéguen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03073987588059009,"gpt":0.2584529909392067,"spread":0.2277131150586166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003261129,0.001217846,0.001012115,0.00144935,0.0005309671,0.001093142,0.0006042127,0.00051387,0.0007180828],"category_scores_gemma":[0.004776664,0.0003897372,0.001537459,0.001759366,0.0006716016,0.001345443,0.0007662431,0.0011508,0.0004025199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004876386,"about_ca_system_score_gemma":0.001113504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004473954,"about_ca_topic_score_gemma":0.003999279,"domain_scores_codex":[0.9990616,0.0003458863,0.00006181233,0.0002506037,0.0001978117,0.00008224829],"domain_scores_gemma":[0.998486,0.0008844385,0.0001115237,0.0001355525,0.000331477,0.00005104846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00135346,0.0006630318,0.01214134,0.000277186,0.000608741,0.0001256967,0.0002658069,0.08192963,0.1064847,0.002307261,0.001497973,0.7923452],"study_design_scores_gemma":[0.0001211841,0.0002494212,0.005379431,0.0000083869,0.0001892709,0.0001013856,0.00004929039,0.9587551,0.0265653,0.007150433,0.001341379,0.00008930248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1818423,0.0005882251,0.8142909,0.0002130698,0.0001042896,0.0001460832,0.0002681966,0.001755402,0.0007915846],"genre_scores_gemma":[0.5140345,0.000346794,0.4836347,0.00006447287,0.00008892794,0.0001403511,0.0006219745,0.0001926297,0.0008756991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004473954,"threshold_uncertainty_score":0.01724672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}