{"meta":{"query_hash":"50618a202c1b","filters":{"venue":"H2Open Journal"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/50618a202c1b","api":"https://metacan.xera.ac/api/v1/cohort?venue=H2Open+Journal"},"results":[{"id":"W3043641108","doi":"10.2166/h2oj.2020.012","title":"Kinetic analysis of sucrose activated carbon for nutrient removal in water","year":2020,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adsorption; Chemistry; Freundlich equation; Activated carbon; Langmuir; Nitrate; Phosphate; Sucrose; Langmuir adsorption model; Inorganic chemistry; Nuclear chemistry; Organic chemistry","score_opus":0.015403346825516855,"score_gpt":0.22979190919622752,"score_spread":0.21438856237071066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043641108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962897,0.000027665714,0.00023302971,0.000999108,0.000050787643,0.00021932136,0.000002488119,0.000004350936,0.0021736044],"genre_scores_gemma":[0.9991749,0.000038972474,0.0003781335,0.00023508293,0.000021958365,0.000006309588,0.0000058440537,0.000007409613,0.0001313972],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989917,0.000029470531,0.00030920142,0.0001793117,0.0002472164,0.00024310008],"domain_scores_gemma":[0.99965596,0.000013460772,0.000096011485,0.00010489994,0.000009572752,0.00012007024],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003055669,0.00008924841,0.00023137112,0.000083511055,0.000044868808,0.000029402083,0.00023413546,0.000026622223,0.0010227837],"category_scores_gemma":[0.000018558945,0.00006318285,0.00011216643,0.00055022823,0.000036259575,0.000091021524,0.00014496832,0.00010592727,0.000013608384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023262103,0.0008221128,0.2680324,0.000046275272,0.0009546711,0.0002891568,0.007640347,0.044127606,0.6619033,0.00018577538,0.0050640996,0.0086079985],"study_design_scores_gemma":[0.0057050963,0.0010179324,0.2488901,0.000054045096,0.0010884701,0.000023031087,0.00069754856,0.05457828,0.5679757,0.0010474422,0.118288375,0.000633993],"about_ca_topic_score_codex":0.00016632931,"about_ca_topic_score_gemma":0.000030386473,"teacher_disagreement_score":0.113224275,"about_ca_system_score_codex":0.00009738553,"about_ca_system_score_gemma":0.0000045114175,"threshold_uncertainty_score":0.9998904},"labels":[],"label_agreement":null},{"id":"W3138311986","doi":"10.2166/h2oj.2021.067","title":"Toxic cyanobacteria in water supply systems: data analysis to map global challenges and demonstrate the benefits of multi-barrier treatment approaches","year":2021,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; WaterNSW; Australian Research Council; Melbourne Water; University of New South Wales; Water Research Australia","keywords":"Cylindrospermopsin; Cyanobacteria; Aphanizomenon; Anabaena; Geosmin; Microcystis; Environmental chemistry; Water treatment; Surface water; Cylindrospermopsis raciborskii; Environmental science; Algal bloom; Biology; Chemistry; Ecology; Environmental engineering; Phytoplankton; Bacteria; Odor; Nutrient","score_opus":0.08299695214592592,"score_gpt":0.25990971133863217,"score_spread":0.17691275919270624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138311986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99598444,0.0021640994,0.00025423832,0.00060421677,0.00010610839,0.00020743687,0.00015415259,0.0000026016044,0.00052268745],"genre_scores_gemma":[0.99797434,0.00059614354,0.0011753159,0.000019026542,0.000034602654,0.000009333085,0.000036189147,0.0000061707756,0.00014890864],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99869454,0.00018230123,0.00037851412,0.00030139394,0.00020350589,0.00023974862],"domain_scores_gemma":[0.999246,0.000028796607,0.00010339657,0.0004727105,0.0000099921035,0.0001390811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006687442,0.00014186327,0.00032367904,0.000028693812,0.00009560369,0.00011066656,0.0003626922,0.000050079892,0.0003001875],"category_scores_gemma":[0.000009827154,0.00007864879,0.000051382456,0.00014937151,0.000045622153,0.0001850483,0.00031369092,0.00007474333,0.000031625117],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007130985,0.00037287644,0.894861,0.000060334023,0.0010954634,0.00012427886,0.0056321337,0.03528664,0.0014566607,0.00043128568,0.00008781532,0.060520243],"study_design_scores_gemma":[0.0011675928,0.00018154008,0.9318466,0.00013373542,0.0005172347,0.0005433753,0.0064275498,0.05402032,0.0012437032,0.000099507175,0.0034465587,0.00037223866],"about_ca_topic_score_codex":0.0003520392,"about_ca_topic_score_gemma":0.014759862,"teacher_disagreement_score":0.060148004,"about_ca_system_score_codex":0.00013411671,"about_ca_system_score_gemma":0.000024317653,"threshold_uncertainty_score":0.823635},"labels":[],"label_agreement":null},{"id":"W3176764909","doi":"10.2166/h2oj.2021.098","title":"Silver and zinc oxide nanoparticle disinfection in water treatment applications: synergy and water quality influences","year":2021,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Zinc; Chemistry; Nanoparticle; Filtration (mathematics); Water treatment; Portable water purification; Metal; Oxygen; Water quality; Nuclear chemistry; Inorganic chemistry; Environmental engineering; Materials science; Nanotechnology; Organic chemistry; Environmental science","score_opus":0.02491790172842083,"score_gpt":0.2934130233844515,"score_spread":0.2684951216560307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176764909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9979694,0.00029708372,0.000117563046,0.0013377361,0.000027877684,0.00013693253,0.0000026968394,0.000013183325,0.00009752231],"genre_scores_gemma":[0.99890405,0.00022075829,0.00045564125,0.000107968524,0.00004288247,0.000106519015,0.0000020815773,0.000007011106,0.00015311557],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99893194,0.00012965579,0.00033533722,0.00023525447,0.000120741686,0.0002470678],"domain_scores_gemma":[0.9995761,0.000048373582,0.000048817237,0.0001563677,0.000055452998,0.000114899376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051037606,0.00009926073,0.00016338582,0.000034445315,0.00028374983,0.00031774008,0.00006519577,0.000033230706,0.00034858394],"category_scores_gemma":[0.000013860975,0.000057593497,0.000026659123,0.00006659404,0.000081491045,0.00043274937,0.00006419115,0.000051055787,0.00009126295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012476202,0.000118986965,0.010696699,0.000005543779,0.0000057630527,0.0000060369684,0.0003456995,0.000032186337,0.9840648,0.0005844432,0.000007224234,0.004120113],"study_design_scores_gemma":[0.00037153298,0.000028391902,0.028054466,0.00001556445,0.00001626241,0.000109975146,0.00028546556,0.000025207084,0.9640822,0.0023288664,0.004580262,0.00010184731],"about_ca_topic_score_codex":0.0001908962,"about_ca_topic_score_gemma":0.00017678241,"teacher_disagreement_score":0.019982671,"about_ca_system_score_codex":0.000051311297,"about_ca_system_score_gemma":0.00002479276,"threshold_uncertainty_score":0.38167498},"labels":[],"label_agreement":null},{"id":"W3200262213","doi":"10.2166/h2oj.2021.100","title":"‘They will listen to women who speak but it ends there’: examining empowerment in the context of water and sanitation interventions in Ghana","year":2021,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Department for International Development","keywords":"Sanitation; Empowerment; Psychological intervention; Context (archaeology); Agency (philosophy); Public relations; Qualitative research; Corporate governance; Hygiene; Government (linguistics); Political science; Sociology; Economic growth; Business; Nursing; Medicine; Geography; Social science","score_opus":0.05969037334697872,"score_gpt":0.2727592523181044,"score_spread":0.21306887897112567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200262213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910523,0.0011247533,0.00024691425,0.0017038651,0.00014780142,0.00012608357,0.00002056012,0.0000012513111,0.005576455],"genre_scores_gemma":[0.9977216,0.00044433188,0.00014234148,0.00057105714,0.000050034698,0.000012272384,0.0000061221012,0.000009268561,0.0010429533],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99881184,0.000051491086,0.0006906774,0.00017469439,0.000042932897,0.00022838249],"domain_scores_gemma":[0.9995599,0.000028984781,0.00019048966,0.000138839,0.000040995335,0.000040808693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014990483,0.000089239606,0.0002896237,0.00021034676,0.00009146947,0.00010370952,0.00018568116,0.000048514336,0.00045364557],"category_scores_gemma":[0.00007252111,0.00007167013,0.000061029332,0.00015098498,0.000020529,0.00027258816,0.0001297564,0.00019652833,0.0000322071],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032708867,0.0009821677,0.28642833,0.00022717398,0.00011719075,0.00044839043,0.61937314,0.00011415826,0.006782047,0.032399677,0.002940353,0.049860273],"study_design_scores_gemma":[0.0039898236,0.0010534631,0.72233146,0.0018692381,0.0000138939795,0.00022092032,0.17509392,0.000119647426,0.003448622,0.02440591,0.06678455,0.0006685153],"about_ca_topic_score_codex":0.00022273696,"about_ca_topic_score_gemma":0.00096781924,"teacher_disagreement_score":0.44427922,"about_ca_system_score_codex":0.00012541692,"about_ca_system_score_gemma":0.000020935553,"threshold_uncertainty_score":0.4967101},"labels":[],"label_agreement":null},{"id":"W4206085572","doi":"10.2166/h2oj.2022.139","title":"A qualitative study of barriers and facilitators to adequate environmental health conditions and infection control for healthcare workers in Malawi","year":2022,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"University of North Carolina at Chapel Hill; Wallace Genetic Foundation","keywords":"Health care; Infection control; Psychological intervention; Hygiene; Qualitative research; Medicine; Thematic analysis; Personal protective equipment; Nursing; Developing country; Healthcare worker; Work (physics); Business; Environmental health; Economic growth; Intensive care medicine","score_opus":0.04226364519026183,"score_gpt":0.40735459397596235,"score_spread":0.36509094878570053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206085572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867814,0.00040461673,0.00033061006,0.008906884,0.00023736285,0.00303502,0.00028567069,0.000008766652,0.000009644998],"genre_scores_gemma":[0.99783474,0.000029346382,0.000089976806,0.0013665848,0.000041926105,0.00055869727,0.000013965261,0.000016522885,0.000048248316],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99767166,0.0009135169,0.0006105542,0.00023624036,0.00027702822,0.00029100841],"domain_scores_gemma":[0.9988397,0.00023735325,0.0002545941,0.0001012361,0.000061737934,0.000505417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018904414,0.0001276218,0.00043943783,0.00035508652,0.00061451015,0.000017478089,0.000035503777,0.00003342465,0.00020668891],"category_scores_gemma":[0.00015657034,0.00012925972,0.000051259485,0.00017999343,0.000057445373,0.000107907326,0.000038308524,0.00046896999,8.907512e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019222363,0.00024115673,0.87368745,0.000116413365,0.00015292461,0.000018414872,0.11891989,0.00041593,0.000059584912,0.000141758,0.00045980458,0.0038644704],"study_design_scores_gemma":[0.010529158,0.011655737,0.4568823,0.00007969873,0.00004458122,0.000304016,0.5194013,0.00019480198,0.0000025793981,0.00016459035,0.00062144233,0.0001197661],"about_ca_topic_score_codex":0.002136895,"about_ca_topic_score_gemma":0.0006816477,"teacher_disagreement_score":0.41680512,"about_ca_system_score_codex":0.00058805157,"about_ca_system_score_gemma":0.00030093055,"threshold_uncertainty_score":0.5271058},"labels":[],"label_agreement":null},{"id":"W4223503100","doi":"10.2166/h2oj.2022.145","title":"Suitability of water quality index methods for assessing groundwater quality in the Ganges River basin area","year":2022,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irrigation; Water quality; Groundwater; Environmental science; Quality (philosophy); Statistics; Variance (accounting); Structural basin; Water resource management; Hydrology (agriculture); Index (typography); Mathematics; Computer science; Geology; Ecology; Business","score_opus":0.13290979245509538,"score_gpt":0.43384306760746544,"score_spread":0.30093327515237006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223503100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96163607,0.000017033219,0.032007296,0.0044684475,0.00025169423,0.00038877077,0.0000197871,0.0000069106177,0.0012039671],"genre_scores_gemma":[0.9885897,0.000002615773,0.010039642,0.0010010564,0.000037688642,0.0000607302,0.000010227224,0.000008879484,0.00024943444],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9922564,0.0056270566,0.0008245446,0.00026966326,0.0006213743,0.00040097628],"domain_scores_gemma":[0.9987857,0.00047736437,0.00029196916,0.00034613573,0.000022742819,0.000076130644],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.027328586,0.00014629296,0.00031888357,0.0000499134,0.00060758425,0.00014969615,0.0006526675,0.000047083464,0.0064401515],"category_scores_gemma":[0.00010384782,0.000087185654,0.00018430265,0.0001657773,0.00023735031,0.0005170143,0.00040312298,0.0004907088,0.000009878637],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036553098,0.0011759332,0.9222162,0.000061283565,0.000050785333,0.000008164057,0.03326147,0.0019356636,0.016806917,0.00067189476,0.0015278332,0.021918334],"study_design_scores_gemma":[0.0008137921,0.000094520954,0.9454938,0.000006669305,0.000015829188,0.000041291936,0.004975198,0.00017054698,0.00413782,0.013863526,0.030193591,0.0001934061],"about_ca_topic_score_codex":0.0025707795,"about_ca_topic_score_gemma":0.00027241363,"teacher_disagreement_score":0.028665759,"about_ca_system_score_codex":0.00042540973,"about_ca_system_score_gemma":0.000036543504,"threshold_uncertainty_score":0.9944681},"labels":[],"label_agreement":null},{"id":"W4280491044","doi":"10.2166/h2oj.2022.029","title":"Achieving handwashing with Social Art for Behaviour Change: the experience of the Lazos de Agua programme in Latin America","year":2022,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Community Health and Development","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kidney Foundation of Canada","funders":"Inter-American Development Bank","keywords":"Psychosocial; Psychological intervention; Intervention (counseling); Promotion (chess); Sanitation; Population; Behavior change; Psychology; Political science; Public relations; Social psychology; Nursing; Medicine; Psychotherapist; Environmental health; Politics","score_opus":0.19375478025263104,"score_gpt":0.4510239701929174,"score_spread":0.25726918994028636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280491044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807367,0.0000928257,0.00019096123,0.016694905,0.00023387728,0.0016119659,0.0000069411853,0.000008705176,0.00042312779],"genre_scores_gemma":[0.99271065,0.000016637146,0.0013926799,0.0036825612,0.0001590037,0.001526386,0.0000029811267,0.000015002233,0.0004941119],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978066,0.00088440476,0.00039554268,0.00008320027,0.00030111923,0.00052914995],"domain_scores_gemma":[0.9989864,0.0002814065,0.00041240043,0.00015808357,0.00007376849,0.00008791232],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020638602,0.00008288827,0.00017100584,0.000050331382,0.004515772,0.000023110699,0.00052350445,0.000031624404,0.00021828555],"category_scores_gemma":[0.00014102421,0.000047631926,0.00005064471,0.00029741545,0.000053440675,0.000085490734,0.00037273605,0.0014671835,0.0000018866081],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023628061,0.00010510776,0.66274554,0.00004991657,0.000008087622,0.0000043555074,0.30369067,0.000012775937,0.00003928323,0.00006925061,0.0032429597,0.029795775],"study_design_scores_gemma":[0.0012247986,0.00017430379,0.71572506,0.00020926003,0.000011409881,0.000029589115,0.22245952,0.000082163206,0.000009050543,0.00007724988,0.05989816,0.00009944402],"about_ca_topic_score_codex":0.00071721093,"about_ca_topic_score_gemma":0.0015284553,"teacher_disagreement_score":0.08123114,"about_ca_system_score_codex":0.00030933897,"about_ca_system_score_gemma":0.0009863458,"threshold_uncertainty_score":0.9967802},"labels":[],"label_agreement":null},{"id":"W4403184196","doi":"10.2166/h2oj.2024.030","title":"Assessments of hydrogeochemical characteristics, water quality, and health risk of groundwater of Chapi-Nawabganj District of Bangladesh","year":2024,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Water resource management; Water quality; Environmental science; Quality (philosophy); Environmental health; Hydrology (agriculture); Geology; Medicine","score_opus":0.0567090744774768,"score_gpt":0.3622491734605076,"score_spread":0.3055400989830308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403184196","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975416,0.00009479005,0.0007941833,0.00070513936,0.0001517917,0.00011641419,0.00014815257,0.0000043606997,0.00044357547],"genre_scores_gemma":[0.9988856,0.00023709354,0.0006299656,0.000043220785,0.00003364678,0.0000014193628,0.000022673654,0.000009041526,0.00013739319],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978183,0.00025437085,0.0010330552,0.00017208549,0.0004998417,0.00022235553],"domain_scores_gemma":[0.99913764,0.000045726836,0.0004884351,0.00016818139,0.000025461313,0.00013455198],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021478476,0.00012334916,0.00043034117,0.00006231795,0.000052784875,0.000029611489,0.00021119618,0.000057176665,0.0014231649],"category_scores_gemma":[0.000013792758,0.00008348294,0.00011544549,0.00010113937,0.0002768035,0.00021593593,0.00021866443,0.00022490231,0.00001212102],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019246335,0.0010598047,0.71878934,0.0012779657,0.00042241154,0.000016529122,0.0072560497,0.000037088543,0.23920299,0.00097601936,0.0016488417,0.029120488],"study_design_scores_gemma":[0.00072892575,0.00061745575,0.6942253,0.0003467772,0.00008460232,0.0000748676,0.00028256344,0.00030069315,0.2984953,0.0021707607,0.0024670395,0.00020569858],"about_ca_topic_score_codex":0.0010776853,"about_ca_topic_score_gemma":0.000017878523,"teacher_disagreement_score":0.0592923,"about_ca_system_score_codex":0.000093805116,"about_ca_system_score_gemma":0.000041800628,"threshold_uncertainty_score":0.99948967},"labels":[],"label_agreement":null},{"id":"W4408300572","doi":"10.2166/h2oj.2025.037","title":"Synergistic antimicrobial mechanisms of silver-doped zinc oxide for water treatment: a systematic review","year":2025,"lang":"en","type":"review","venue":"H2Open Journal","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Antimicrobial; Zinc; Doping; Chemistry; Medicine; Nanotechnology; Materials science; Microbiology; Biology","score_opus":0.03940205157262481,"score_gpt":0.3385570888514736,"score_spread":0.2991550372788488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408300572","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000003352985,0.99050665,0.0009836255,0.0004252865,0.0012314906,0.006420681,0.00023518968,0.000030902604,0.00016282931],"genre_scores_gemma":[0.000042421565,0.9965478,0.00055358204,0.0005944986,0.00023617026,0.00032784397,0.00028349648,0.00008293589,0.001331234],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.995888,0.00058270636,0.002336412,0.00041510412,0.0002826392,0.0004951529],"domain_scores_gemma":[0.9975858,0.00032580775,0.0011436411,0.00053501385,0.00024986238,0.00015988931],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00084903516,0.00065344933,0.005119532,0.00040709952,0.00027746102,0.00024981392,0.0007862048,0.00023277232,0.00017017305],"category_scores_gemma":[0.00020145606,0.00037343393,0.002030235,0.00023600836,0.00003707213,0.00022757445,0.00009466031,0.00032987673,0.00006937226],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047740094,0.00022299279,3.6926053e-8,0.9909601,0.0005547155,0.00003586559,0.000027419632,2.913312e-7,0.00006699824,0.00007150705,0.0041013244,0.003910966],"study_design_scores_gemma":[0.0011288051,0.00019001839,2.0994625e-8,0.845992,0.014824886,0.0006574498,0.0000041315384,0.0000014991806,0.003238586,0.00032242446,0.13325295,0.00038718287],"about_ca_topic_score_codex":0.000012469297,"about_ca_topic_score_gemma":0.0000029162425,"teacher_disagreement_score":0.14496809,"about_ca_system_score_codex":0.00037104887,"about_ca_system_score_gemma":0.00015776577,"threshold_uncertainty_score":0.99987173},"labels":[],"label_agreement":null}]}