{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":30,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":30,"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"},"query_hash":"72e37ff68989","filters":{"venue":"PLOS Water"}},"results":[{"id":"W4282941357","doi":"10.1371/journal.pwat.0000027","title":"Improving water, sanitation, and hygiene (WASH), with a focus on hand hygiene, globally for community mitigation of COVID-19","year":2022,"lang":"en","type":"article","venue":"PLOS Water","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"CARE Canada","funders":"Centers for Disease Control and Prevention; National Institutes of Health","keywords":"Sanitation; Hygiene; Hand washing; Business; Psychological intervention; Environmental health; Health care; Environmental planning; Medicine; Geography; Nursing; Economic growth","retraction":null,"screen_n_in":null,"score":{"opus":0.03075145901181989,"gpt":0.2873585838492189,"spread":0.256607124837399,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005762706,0.000126259,0.0002449595,0.0001340787,0.0007272878,0.00002605196,0.00007368295,0.00004835381,0.00007447654],"category_scores_gemma":[0.0002617158,0.00008143415,0.00003902403,0.00007342475,0.00009246841,0.00008036484,0.0000762865,0.0002480552,0.000002935443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002620988,"about_ca_system_score_gemma":0.0001252964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001381995,"about_ca_topic_score_gemma":0.0003322502,"domain_scores_codex":[0.9987596,0.0002403375,0.0002728461,0.0001826225,0.0002921771,0.000252434],"domain_scores_gemma":[0.9989407,0.0001871399,0.00007942948,0.0002715712,0.0003891144,0.0001320423],"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":[0.008897828,0.001383142,0.03531872,0.005216677,0.0004118491,0.00003262418,0.03426759,0.001274903,0.903863,0.001064538,0.0005859052,0.007683265],"study_design_scores_gemma":[0.01930028,0.01352906,0.009042325,0.0002140504,0.0004907951,0.0002193121,0.004664287,0.005212088,0.936723,0.004920438,0.005191703,0.0004926871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894865,0.00004027728,0.001091262,0.007801986,0.00008559928,0.001197818,0.00006804578,0.00005374716,0.0001747251],"genre_scores_gemma":[0.9969852,0.000002048268,0.0005414832,0.001682948,0.00005787238,0.0003556285,0.000212837,0.00002551181,0.0001364897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03286001,"threshold_uncertainty_score":0.5593783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4367310139","doi":"10.1371/journal.pwat.0000092","title":"Reactivity of Fe-amended biochar for phosphorus removal and recycling from wastewater","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"National Research Council Canada; Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; U.S. Department of Agriculture; National Institute of Food and Agriculture; University of Saskatchewan; Canadian Light Source; U.S. Environmental Protection Agency","keywords":"Biochar; Sorption; Pyrolysis; Chemistry; Phosphorus; Environmental chemistry; Phosphate; Fertilizer; Nuclear chemistry; Adsorption; Organic chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.02258345836237783,"gpt":0.2216489784726568,"spread":0.199065520110279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002165463,0.0001136188,0.0001638436,0.00003035353,0.00007712735,0.0000188436,0.0001155718,0.00004589617,0.0003095703],"category_scores_gemma":[0.00001274473,0.00007874492,0.0000477738,0.00007897097,0.00006601864,0.0001210574,0.0003125149,0.00004832638,0.0003368834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003784383,"about_ca_system_score_gemma":0.000001150891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003185155,"about_ca_topic_score_gemma":0.000009491872,"domain_scores_codex":[0.9990016,0.00001721132,0.0001712986,0.0003257856,0.0001920952,0.0002919956],"domain_scores_gemma":[0.9996426,0.00003933688,0.0000411174,0.0002159639,0.000004473182,0.00005653306],"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":[0.0001312834,0.0000840073,0.004914057,0.00001689917,0.00003584784,0.00000929791,0.0007180095,0.00001474163,0.987828,0.00001436602,0.001988551,0.004244985],"study_design_scores_gemma":[0.0004555777,0.0000596694,0.003179034,0.00001808271,0.0000299627,5.297383e-7,0.00007589774,0.0006202461,0.9682059,0.00297132,0.02425486,0.0001289306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982776,0.00003816849,0.00002034388,0.0004732772,0.000110997,0.0003135232,0.00003367016,0.00005166957,0.0006807387],"genre_scores_gemma":[0.997622,0.0001045607,0.000753467,0.00007058111,0.00002830459,0.00003664934,0.00004529054,0.00001789558,0.001321248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02226631,"threshold_uncertainty_score":0.4330067,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388858299","doi":"10.1371/journal.pwat.0000144","title":"Water sovereignty for Indigenous Peoples: Pathways to pluralist, legitimate and sustainable water laws in settler colonial states","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Australian Research Council","keywords":"Indigenous; Legitimacy; Sovereignty; Colonialism; Injustice; Legal pluralism; Corporate governance; Political science; Law; Doctrine; State (computer science); Indigenous rights; Human rights; Environmental ethics; Sociology; Political economy; Ecology; Comparative law; Politics; Legal realism; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.01491222440814395,"gpt":0.2501665899973438,"spread":0.2352543655891999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006579601,0.0002354014,0.0003138299,0.0001549129,0.0007426802,0.0003306046,0.000270009,0.0001714953,0.0004860385],"category_scores_gemma":[0.00003399338,0.0001316321,0.00006291876,0.0001263349,0.0001371845,0.0005910054,0.0002905453,0.0001360273,0.0003689379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001882162,"about_ca_system_score_gemma":0.00006787827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00418319,"about_ca_topic_score_gemma":0.002727035,"domain_scores_codex":[0.9968419,0.00008892292,0.000292001,0.00042796,0.0003462913,0.002002934],"domain_scores_gemma":[0.9994385,0.00005045439,0.0000254273,0.00018533,0.0001316139,0.000168692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003260979,0.00009019124,0.008017474,0.0004137489,0.00006660502,0.0001895289,0.9446146,0.0003526228,0.02812125,0.004891681,0.01279588,0.0001203099],"study_design_scores_gemma":[0.002385011,0.000450852,0.00475684,0.0001016323,0.00005575443,0.000005205543,0.04933094,0.0001281062,0.5831653,0.1088133,0.2495969,0.001210069],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924787,0.000009181773,0.000007609209,0.004811465,0.0001738701,0.001242231,0.0001678522,0.0001413259,0.0009677606],"genre_scores_gemma":[0.989228,0.00004352259,0.00007213933,0.0008490553,0.0002985789,0.0003073334,0.000307698,0.00004436329,0.008849306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8952837,"threshold_uncertainty_score":0.632376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386703084","doi":"10.1371/journal.pwat.0000101","title":"The future of global river health monitoring","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Consortium of International Agricultural Research Centers; Université de Lyon; Agence Nationale de la Recherche; University of Washington; School of Aquatic and Fishery Sciences; World Wildlife Fund","keywords":"Environmental resource management; Convention on Biological Diversity; Environmental planning; Scale (ratio); Business; Food security; Monitoring and evaluation; Ecosystem health; Sustainable development; Global health; Biodiversity; Sustainability; Ecosystem services; Geography; Environmental science; Ecosystem; Agriculture; Health care; Ecology; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.01204490787857686,"gpt":0.2320938157021477,"spread":0.2200489078235708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001026236,0.00003630717,0.00004869671,0.000003004954,0.0002109619,0.000003402903,0.00009819222,0.00001361765,0.0001024854],"category_scores_gemma":[0.000002247356,0.00001862545,0.00001443511,0.00006328133,0.0000947744,0.00003609131,0.0002505459,0.00002667344,0.0009994748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004027269,"about_ca_system_score_gemma":8.214087e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002933104,"about_ca_topic_score_gemma":0.0002036048,"domain_scores_codex":[0.9995805,0.0000170248,0.00006194031,0.00007649974,0.00008695031,0.0001770979],"domain_scores_gemma":[0.999877,0.000009105913,0.0000144101,0.0000835057,0.000001515525,0.00001441142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004866927,0.00001583841,0.9090391,0.000008266397,0.00002620206,0.000001989706,0.0006328509,0.00003859901,0.00006737324,0.0001227099,0.08841166,0.001630486],"study_design_scores_gemma":[0.00005904729,0.00002036517,0.9638667,0.000002263503,0.000003664572,1.135552e-7,0.0002520578,0.0000134296,0.0004827578,0.001283055,0.03398811,0.00002847418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820585,0.00002827254,0.000001958567,0.01208935,0.0003647005,0.00009080037,0.000001703855,0.0000382694,0.00532648],"genre_scores_gemma":[0.9976934,0.0002166487,0.00004396042,0.0002081338,0.00006825032,0.00001141565,9.745229e-7,0.000002290018,0.001754906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0548275,"threshold_uncertainty_score":0.9997784,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4367042484","doi":"10.1371/journal.pwat.0000083","title":"Long-term effects of land-use change on water resources in urbanizing watersheds","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Office of Integrative Activities; National Science Foundation; Cooperative State Research, Education, and Extension Service; U.S. Department of Agriculture; National Institute of Food and Agriculture; Fulbright Association","keywords":"Environmental science; Impervious surface; Watershed; Hydrology (agriculture); Surface runoff; Evapotranspiration; Land use, land-use change and forestry; Land use; Time of concentration; Streamflow; Land cover; Drainage basin; Geography; Ecology; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.02767284751525696,"gpt":0.2187921931146316,"spread":0.1911193455993746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001985955,0.0001686129,0.0002164943,0.000148771,0.00009007336,0.00001784609,0.0001881165,0.00007354383,0.0002903353],"category_scores_gemma":[0.00001030749,0.00009169801,0.00004550589,0.0001093596,0.0001278183,0.0002253151,0.0004966773,0.0001090443,0.002968783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003666336,"about_ca_system_score_gemma":2.098236e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001980702,"about_ca_topic_score_gemma":0.00009847194,"domain_scores_codex":[0.9986668,0.00008330609,0.00018123,0.0003157893,0.0002106288,0.0005422758],"domain_scores_gemma":[0.999658,0.0000530783,0.00001961092,0.0002261868,0.000002813855,0.00004024254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000068193,0.0001163835,0.9559609,0.0001269483,0.000047813,0.0001977376,0.01373553,0.0001313597,0.02910069,0.000002063396,0.0003267295,0.0001857015],"study_design_scores_gemma":[0.0005903244,0.0001603265,0.6911313,0.00008938878,0.00003135488,7.085412e-7,0.00001953567,0.00008266862,0.3065526,0.0001130946,0.001035202,0.0001935197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997735,0.000007162385,8.868654e-7,0.001037967,0.000128055,0.0003454992,0.000001245447,0.00008604766,0.0006581636],"genre_scores_gemma":[0.9972432,0.00003489089,0.000006459404,0.0004574034,0.00004392188,0.00009752328,0.00002335367,0.00002050778,0.002072801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2774519,"threshold_uncertainty_score":0.9978075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386090951","doi":"10.1371/journal.pwat.0000166","title":"Global microbial water quality data and predictive analytics: Key to health and meeting SDG 6","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"UNICEF; World Health Organization","keywords":"Geospatial analysis; Water quality; Data quality; Database; Water security; Quality (philosophy); Analytics; Water resources; Data science; Computer science; Business; Geography; Ecology; Remote sensing; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.05248808400279641,"gpt":0.3033872669255241,"spread":0.2508991829227277,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005960691,0.0001049845,0.0001847694,0.00001983455,0.0002804444,0.00002243798,0.000287684,0.00006482587,0.0004994172],"category_scores_gemma":[0.0000330191,0.00006951158,0.0000117835,0.00006903894,0.0001783199,0.0001146785,0.002391405,0.0001074409,0.0006033555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005320488,"about_ca_system_score_gemma":0.000005781612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009908368,"about_ca_topic_score_gemma":0.002922218,"domain_scores_codex":[0.9987342,0.000291602,0.000180517,0.0003390377,0.00006444044,0.000390175],"domain_scores_gemma":[0.9994076,0.00004259262,0.00002101601,0.0003812731,0.000005022573,0.0001424255],"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":[0.0005812378,0.0002804487,0.3240112,0.000172903,0.0002153266,0.00001649056,0.03479328,0.0007277001,0.4897943,0.00003239554,0.1481101,0.001264538],"study_design_scores_gemma":[0.00358429,0.002319824,0.6592929,0.0001741185,0.000199663,0.00007952926,0.004089683,0.009439058,0.06433672,0.01154663,0.2427538,0.002183728],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948897,0.000007332747,0.00001555578,0.003998315,0.000058639,0.0001732043,0.0002285487,0.0000380849,0.0005906071],"genre_scores_gemma":[0.9964699,0.00002074882,0.0001918257,0.002448373,0.0000363789,0.000003703607,0.0006056686,0.000006519911,0.000216935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4254576,"threshold_uncertainty_score":0.7755116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399393796","doi":"10.1371/journal.pwat.0000216","title":"Household water insecurity experience in the Upper West Region of Ghana: Insights for effective water resource management","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Resource (disambiguation); Water resource management; Water resources; Natural resource economics; Environmental science; Business; Environmental resource management; Ecology; Economics; Biology; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02959270239816626,"gpt":0.2600267635361366,"spread":0.2304340611379703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002131794,0.0002249412,0.0002384649,0.0002691755,0.000132476,0.0001633794,0.0003389948,0.00009859733,0.00003873529],"category_scores_gemma":[0.000003843557,0.00009606793,0.0001379502,0.0001022546,0.0001018587,0.0003154737,0.000133279,0.0002043669,0.00006529867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007053043,"about_ca_system_score_gemma":0.000001043351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005018491,"about_ca_topic_score_gemma":0.00002248984,"domain_scores_codex":[0.9982927,0.000174423,0.0003377511,0.0004553669,0.0002770476,0.0004627082],"domain_scores_gemma":[0.999459,0.0000713406,0.00001594865,0.0003807317,0.00003198916,0.00004094134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004082795,0.002778237,0.005784842,0.006382493,0.0004029063,0.0007135466,0.8565696,0.00006987592,0.09749005,0.001505202,0.02141966,0.002800804],"study_design_scores_gemma":[0.001013037,0.0001599448,0.001197795,0.0003727342,0.0000674576,0.00001783567,0.0009332443,0.000117533,0.9086612,0.002503235,0.08472243,0.0002335118],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900213,0.000120142,0.00004362285,0.006862968,0.000375473,0.001570483,0.000008476639,0.0001041486,0.000893312],"genre_scores_gemma":[0.9977696,0.000007993875,0.00002429392,0.001075705,0.0002125864,0.0005600234,0.00007954685,0.00004542592,0.0002248421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8556364,"threshold_uncertainty_score":0.3917537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317851192","doi":"10.1371/journal.pwat.0000068","title":"Spatial variations in tap water isotopes across Canada: Tracing water from precipitation to distribution and assess regional water resources","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Victoria; University of Ottawa","funders":"University of Ottawa","keywords":"Tap water; Groundwater; Hydrology (agriculture); Environmental science; Precipitation; Surface water; Snow; Water quality; Water resources; Geography; Ecology; Environmental engineering; Geology; Meteorology","retraction":null,"screen_n_in":null,"score":{"opus":0.01995405118161804,"gpt":0.2118433221440068,"spread":0.1918892709623888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000298154,0.0002068294,0.0002104226,0.0000433304,0.0003150509,0.0002390809,0.0001718417,0.000107942,0.001073176],"category_scores_gemma":[0.00001210811,0.0001059628,0.00003268681,0.00006568063,0.00004186192,0.0003464131,0.00007135696,0.0001609409,0.0004241021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003220035,"about_ca_system_score_gemma":0.00001512965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4518753,"about_ca_topic_score_gemma":0.5361836,"domain_scores_codex":[0.9979791,0.00008965436,0.0003306671,0.0004527705,0.0003630917,0.0007846987],"domain_scores_gemma":[0.9995463,0.00005143699,0.00001583868,0.000179422,0.00005854624,0.0001484885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000282771,0.00008384385,0.7157465,0.0001190393,0.0001158743,0.0001567832,0.05786676,0.003449587,0.2171927,0.000001539326,0.0016175,0.003367077],"study_design_scores_gemma":[0.0004189952,0.00003975225,0.5018612,0.00003257373,0.00002243672,0.000006623272,0.0005451068,0.002809924,0.4824498,0.000368453,0.01111006,0.0003350422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995879,0.000007792409,0.0001432181,0.002838227,0.0002312058,0.0002786668,0.0004788262,0.00004773647,0.00009534269],"genre_scores_gemma":[0.9870508,0.000003750819,0.00004097912,0.0002139592,0.0002392288,0.00003191199,0.01178557,0.000008972231,0.000624831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2652571,"threshold_uncertainty_score":0.99984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400488629","doi":"10.1371/journal.pwat.0000263","title":"Towards an integrative understanding of British Columbia’s Nechako Watershed: Connecting knowledge systems to strengthen understanding of climate change, watershed security, health and well-being","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Northern British Columbia","funders":"Canadian Institutes of Health Research; Real Estate Foundation of British Columbia; Vancouver Foundation; Rio Tinto; Natural Sciences and Engineering Research Council of Canada; University of Northern British Columbia","keywords":"Watershed; Climate change; Well-being; Environmental resource management; Political science; Environmental science; Computer science; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.1006614518940364,"gpt":0.3495531699167916,"spread":0.2488917180227553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001604153,0.0002424436,0.0009109721,0.000228317,0.001833731,0.0001153885,0.0001723195,0.0002311119,0.0001550687],"category_scores_gemma":[0.00003997823,0.0002301411,0.00007994255,0.0001984972,0.000101301,0.0002644093,0.000544571,0.000490291,0.00002686152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433339,"about_ca_system_score_gemma":0.0001503317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05895427,"about_ca_topic_score_gemma":0.2354656,"domain_scores_codex":[0.9961417,0.000599389,0.0009703097,0.0005501556,0.0002100799,0.001528409],"domain_scores_gemma":[0.9989077,0.0002630846,0.00017551,0.0002178924,0.0001650941,0.00027068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007736177,0.0001386969,0.007880957,0.008824884,0.0003346172,0.00003142807,0.9741539,0.000004875043,0.0002889116,0.006702744,0.001217532,0.0003440606],"study_design_scores_gemma":[0.0008047763,0.001325667,0.00008586603,0.005830266,0.000100293,0.00002026958,0.9822989,0.002838271,0.0001950942,0.004908124,0.001170139,0.0004223629],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831675,0.000706573,0.0003652127,0.001133102,0.001402727,0.002334459,0.0001881466,0.0001853689,0.01051691],"genre_scores_gemma":[0.998135,0.000716163,0.00007811649,0.0002216793,0.0002829559,0.0001479576,0.00008835449,0.00007818425,0.0002515313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1765113,"threshold_uncertainty_score":0.9994658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362588731","doi":"10.1371/journal.pwat.0000050","title":"Unequal access to improved water and sanitation in a post-conflict context of Liberia: Evidence from the Demographic and Health Survey","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nipissing University; Multiple Sclerosis Society of Canada; NOSM University; The Scarborough Hospital; University of Toronto; Western University","funders":"","keywords":"Sanitation; Context (archaeology); Hygiene; Public health; Socioeconomic status; Environmental health; Socioeconomics; Geography; Economic growth; Political science; Development economics; Population; Medicine; Sociology; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.1018403550391641,"gpt":0.3327463024283446,"spread":0.2309059473891805,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006630322,0.0001271836,0.0002365846,0.0001748717,0.00009481786,0.0001706453,0.0001737568,0.0000542385,0.00001857665],"category_scores_gemma":[0.00007259008,0.00007006348,0.00002486693,0.0002033643,0.00005959518,0.0003702148,0.0001586524,0.0001168135,0.00001167582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001688933,"about_ca_system_score_gemma":0.000006465473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143055,"about_ca_topic_score_gemma":0.009835095,"domain_scores_codex":[0.9986634,0.0003056568,0.0003219531,0.0002871424,0.0001355017,0.0002864027],"domain_scores_gemma":[0.9993128,0.0003067389,0.00004026747,0.0001736513,0.00008736765,0.00007915976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001437092,0.0001126884,0.8051042,0.0001787401,0.0000568207,0.00000387467,0.05786302,0.000003841657,0.1305116,0.000001986642,0.00156052,0.003165645],"study_design_scores_gemma":[0.0008268773,0.0001721275,0.861049,0.0002175418,0.00001219162,7.496747e-7,0.0002127115,0.0001961452,0.1369535,0.0001631391,0.000082779,0.0001132562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662268,0.0001981534,0.000004508806,0.03261965,0.0001768622,0.0006307845,0.0001010757,0.00004057499,0.000001613411],"genre_scores_gemma":[0.9959795,0.00008216421,0.0000146592,0.003554374,0.00004961593,0.00003090159,0.0002588378,0.0000198093,0.00001012451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0576503,"threshold_uncertainty_score":0.9951524,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385325458","doi":"10.1371/journal.pwat.0000073","title":"Risk assessment of drinking water intake contamination from agricultural activities using a Bayesian network","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Agriculture; Risk assessment; Probabilistic logic; Bayesian network; Water quality; Surface water; Probabilistic risk assessment; Pollutant; Hazard; Surface runoff; Environmental resource management; Water resource management; Environmental engineering; Computer science; Ecology; Machine learning","retraction":null,"screen_n_in":null,"score":{"opus":0.0300236834664896,"gpt":0.2584777550649578,"spread":0.2284540715984682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002701527,0.0001493761,0.0002094147,0.00007428644,0.0001720871,0.000180279,0.0003523436,0.00007405025,0.0000284044],"category_scores_gemma":[0.000005026003,0.00008568192,0.00006378868,0.0001455255,0.00003055138,0.0005375362,0.0002829552,0.0001738728,0.00002516281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005320231,"about_ca_system_score_gemma":0.00001690675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641018,"about_ca_topic_score_gemma":0.00003033202,"domain_scores_codex":[0.9986065,0.0001303514,0.0002594692,0.0003082588,0.0003014025,0.0003940155],"domain_scores_gemma":[0.9994723,0.00005957228,0.00007181514,0.0002659681,0.00008019244,0.00005011371],"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":[0.00002149372,0.00025984,0.06191562,0.00009053892,0.0005157383,0.00005202023,0.02660474,0.06698637,0.8206042,0.005998863,0.0004574705,0.01649307],"study_design_scores_gemma":[0.0002156615,0.00004828901,0.02115982,0.0001146534,0.00003808133,0.000002263482,0.00015275,0.7929465,0.1757908,0.00925612,0.00003281014,0.0002422357],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6714251,0.000004184843,0.3278179,0.0001566112,0.0002008897,0.00007448103,0.000002933936,0.0001350086,0.0001829103],"genre_scores_gemma":[0.9819952,0.000007188391,0.0176411,0.00004450224,0.0001585606,0.00001305155,0.00004387175,0.00001014523,0.0000863508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7259601,"threshold_uncertainty_score":0.3494007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411055532","doi":"10.1371/journal.pwat.0000372","title":"Integrating Nature-based Solutions for urban water security in global south","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Water security; Environmental science; Computer science; Water resource management; Water resources; Ecology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01386843580544311,"gpt":0.269266903412905,"spread":0.2553984676074619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001817475,0.0001731051,0.0002073206,0.0001469441,0.0002247633,0.0001264341,0.0001932166,0.0001975358,0.00005409148],"category_scores_gemma":[0.00004241309,0.000109083,0.0001229368,0.0001273518,0.0000455099,0.000139514,0.00007616483,0.0003128498,0.00003370407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793108,"about_ca_system_score_gemma":0.00001129702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005929599,"about_ca_topic_score_gemma":0.0001843449,"domain_scores_codex":[0.9986135,0.00006934904,0.0002840072,0.0003224921,0.0001216353,0.0005890288],"domain_scores_gemma":[0.9996028,0.00003512565,0.00001851675,0.0002094615,0.0000856135,0.00004848739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009267138,0.008011328,0.6715211,0.004573421,0.0005646351,0.00006394184,0.04678354,0.0003962582,0.1174099,0.01780718,0.1219031,0.00169847],"study_design_scores_gemma":[0.004665976,0.0000881321,0.002606735,0.0004181262,0.00008881228,0.000001488521,0.0001995111,0.007381655,0.9379753,0.02984939,0.01632009,0.0004047078],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777899,0.00007272608,0.0006720367,0.01774362,0.0009074518,0.0007329999,0.0001160669,0.0001687565,0.001796401],"genre_scores_gemma":[0.9959885,1.847327e-7,0.0003182793,0.003050045,0.0001656636,0.00009974361,0.0002469379,0.00001429321,0.0001162983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8205655,"threshold_uncertainty_score":0.4448274,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406966202","doi":"10.1371/journal.pwat.0000291","title":"Quantification of Legionella pneumophila in building potable water systems: A meta-analysis comparing qPCR and culture-based detection methods","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Bundesamt für Lebensmittelsicherheit und Veterinärwesen; Fonds de recherche du Québec – Nature et technologies; Bundesamt für Gesundheit","keywords":"Legionella pneumophila; Legionella; Potable water; Environmental science; Microbiology; Biology; Environmental engineering; Bacteria","retraction":null,"screen_n_in":null,"score":{"opus":0.0679184908630268,"gpt":0.3420654446815494,"spread":0.2741469538185226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006279049,0.0001302379,0.0004368425,0.000279286,0.00007185316,0.00005061381,0.0001170904,0.0001208934,0.00000428281],"category_scores_gemma":[0.00002599238,0.00007709153,0.0001979983,0.0002098467,0.00005240274,0.000007352676,0.00008808157,0.00009406219,0.00000172494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001451759,"about_ca_system_score_gemma":0.0000126389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003012956,"about_ca_topic_score_gemma":0.00005873713,"domain_scores_codex":[0.998722,0.000261842,0.0003088074,0.0003553416,0.0001189275,0.0002331283],"domain_scores_gemma":[0.9995019,0.00002026211,0.00004215321,0.000288712,0.000113025,0.00003394671],"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":[0.00005556276,0.00005604764,0.001465787,0.000111396,0.004212875,9.00193e-7,0.00008866074,0.00398076,0.9899611,0.00002433239,0.00001475446,0.00002776478],"study_design_scores_gemma":[0.0002406673,0.00003059311,0.0001511103,0.000009149144,0.004198358,0.00000102293,0.00005328266,0.01316477,0.9812379,0.00005717823,0.0007555621,0.0001004461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966571,0.0011253,0.03150976,0.000279464,0.00004121945,0.0002444864,0.000003141005,0.000008585642,0.000217017],"genre_scores_gemma":[0.9981293,0.00003105024,0.0009071289,0.00003193728,0.00002026128,0.00006417082,0.0000647452,0.000009364626,0.0007420631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03155825,"threshold_uncertainty_score":0.3143701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293081422","doi":"10.1371/journal.pwat.0000024","title":"Determinants of rural hand-pump functionality through maintenance provision in the Central African Republic","year":2022,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"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":"University of Colorado Boulder; United States Agency for International Development","keywords":"Service delivery framework; Payment; Business; Psychological intervention; Service (business); Risk analysis (engineering); Operations management; Computer science; Engineering; Marketing; Finance; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.02693327820036706,"gpt":0.261747126488581,"spread":0.2348138482882139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002608054,0.0001050972,0.0001651348,0.00005843282,0.000253081,0.00005973096,0.0002879697,0.00002589507,0.0003558087],"category_scores_gemma":[0.0000227669,0.00006076489,0.00007665743,0.0001646994,0.00008398887,0.0002418567,0.0001267431,0.0001997899,0.000006932749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009259635,"about_ca_system_score_gemma":0.00000847476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003817278,"about_ca_topic_score_gemma":0.00005634206,"domain_scores_codex":[0.9985504,0.0002434894,0.0003029642,0.000175168,0.0003773965,0.0003505801],"domain_scores_gemma":[0.9995696,0.00003660291,0.00006610787,0.0002614574,0.00004100062,0.00002523345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004708216,0.004512315,0.8672071,0.0004428263,0.00004923002,0.00006354864,0.08287098,0.0001260706,0.02152746,0.0003703505,0.0149218,0.003200125],"study_design_scores_gemma":[0.003731777,0.0005381359,0.649214,0.0001286747,0.00004670844,0.0001103455,0.004431562,0.000505393,0.2935373,0.008059119,0.03929905,0.0003980377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913909,0.0000208784,0.000005936303,0.007361645,0.0003955461,0.0003777049,0.00004148023,0.0000238649,0.00038202],"genre_scores_gemma":[0.9984714,0.000001691388,0.00001802926,0.001128605,0.0000960461,0.00007282893,0.00006005038,0.00001224957,0.0001390414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2720098,"threshold_uncertainty_score":0.3895856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409640784","doi":"10.1371/journal.pwat.0000359","title":"Improved streamflow prediction accuracy in Boreal climate watershed using a LSTM model: A comparative study","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Memorial University of Newfoundland","keywords":"Streamflow; Watershed; Boreal; Stream flow; Climatology; Environmental science; Taiga; Climate change; Meteorology; Hydrology (agriculture); Geography; Computer science; Machine learning; Geology; Cartography; Oceanography; Drainage basin; Forestry; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.02892264580995048,"gpt":0.275054306284998,"spread":0.2461316604750475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002327667,0.0001918998,0.000257953,0.0001008118,0.0002158623,0.00002977754,0.0001710924,0.00005722107,0.0000943343],"category_scores_gemma":[0.000007175849,0.0001295775,0.00003674568,0.0001317576,0.0001133925,0.0003351572,0.0005414467,0.0001448362,0.00006766437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538961,"about_ca_system_score_gemma":0.000003379126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005185464,"about_ca_topic_score_gemma":0.0004689199,"domain_scores_codex":[0.9985851,0.0001038746,0.0002866354,0.0004210603,0.0001357695,0.0004675677],"domain_scores_gemma":[0.9996834,0.00002161302,0.00003423154,0.0002212028,0.000006959067,0.00003256115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004502511,0.001551657,0.8675564,0.00004124371,0.0002645274,0.00002517872,0.02296096,0.08106767,0.02557213,0.0000158918,0.0003243433,0.0001697811],"study_design_scores_gemma":[0.001948048,0.0001860168,0.06497321,0.00002608014,0.0001609483,5.259264e-7,0.001520718,0.914714,0.01546132,0.0007040261,0.00006704483,0.0002380764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942085,0.000003551111,0.0002998146,0.0002687029,0.00006684166,0.0008482462,0.000009433396,0.00007029232,0.004224606],"genre_scores_gemma":[0.9991155,0.000007133632,0.0002647973,0.0001693243,0.00001092859,0.0001176356,0.00002376497,0.000008499572,0.0002824319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8336464,"threshold_uncertainty_score":0.5284016,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320490072","doi":"10.1371/journal.pwat.0000091","title":"Impact of usership on bacterial contamination of public latrine surfaces in Kathmandu, Nepal","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; Greenfield Research (Canada); Aerosan","funders":"Grand Challenges Canada; Canada Research Chairs","keywords":"Latrine; Sanitation; Pit latrine; Toilet; Contamination; Environmental health; Public health; Clean water; Geography; Environmental science; Environmental protection; Toxicology; Socioeconomics; Environmental engineering; Medicine; Waste management; Ecology; Biology; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.05709443504072678,"gpt":0.2980051003980829,"spread":0.2409106653573561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002087513,0.00009781413,0.0002122374,0.0003435462,0.00002158358,0.00003064951,0.0001046894,0.00006629172,0.0002195491],"category_scores_gemma":[0.00004187439,0.00006728797,0.0000804663,0.0002162681,0.00003128455,0.0002107434,0.00003337991,0.0000787953,0.00004339825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005577233,"about_ca_system_score_gemma":0.00000519328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001827158,"about_ca_topic_score_gemma":0.00007983725,"domain_scores_codex":[0.9990575,0.0001031186,0.0002730308,0.0001407807,0.0001796303,0.0002459156],"domain_scores_gemma":[0.9996432,0.00006491382,0.00005661045,0.0001312642,0.00006547889,0.00003850728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001380824,0.0007399116,0.6839455,0.0001925376,0.00006119956,0.000008451232,0.00244607,0.0001020291,0.309779,0.00003551959,0.0007282414,0.0005806803],"study_design_scores_gemma":[0.001897528,0.0003133303,0.575991,0.00006632439,0.000009122295,6.526014e-7,0.00002285178,0.0003775368,0.4209823,0.0001597418,0.00009887791,0.00008074619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981216,0.000003461786,4.777075e-7,0.001179432,0.000227917,0.000196079,0.00003790952,0.00004585296,0.0001872642],"genre_scores_gemma":[0.9995764,0.000003679321,0.000006714336,0.00001868576,0.0000960109,0.00000513442,0.0002166613,0.00001507071,0.00006160038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112033,"threshold_uncertainty_score":0.2743924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294797025","doi":"10.1371/journal.pwat.0000040","title":"Modelling point-of-consumption residual chlorine in humanitarian response: Can cost-sensitive learning improve probabilistic forecasts?","year":2022,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Global Health Research; York University","funders":"United Nations High Commissioner for Refugees; Natural Sciences and Engineering Research Council of Canada; Global Affairs Canada; Achmea; Enhancing Learning and Research for Humanitarian Assistance; Grand Challenges Canada; York University; Government of the United Kingdom; United States Agency for International Development","keywords":"Weighting; Statistics; Mean squared error; Residual; Probabilistic logic; Point estimation; Reliability (semiconductor); Econometrics; Computer science; Mathematics; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.02395549242991967,"gpt":0.1954667394808121,"spread":0.1715112470508925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004153806,0.0001325134,0.000189639,0.0001973706,0.0001046034,0.00002336752,0.00007352816,0.0000422608,0.00006042749],"category_scores_gemma":[0.00001925766,0.0001213019,0.00002916466,0.00007695195,0.00001694366,0.0001134681,0.00006905646,0.0002749508,0.000008699013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356118,"about_ca_system_score_gemma":0.00001195073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002219355,"about_ca_topic_score_gemma":0.0002419272,"domain_scores_codex":[0.9989058,0.0001442853,0.000319062,0.0001900239,0.0001727137,0.0002680854],"domain_scores_gemma":[0.9997039,0.00004255142,0.00003663357,0.0001365792,0.00004729455,0.00003300388],"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":[0.0002103387,0.00002570711,0.0004489198,0.000107231,0.00002256874,0.00001877752,0.006937818,0.9828875,0.009216987,0.00003682256,0.00001703523,0.00007025967],"study_design_scores_gemma":[0.0004881861,0.0001336874,0.0002498209,0.00004561115,0.00001734291,0.000008861728,0.0002786245,0.961484,0.03681386,0.0000900126,0.000203358,0.0001866331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959701,0.000021283,0.00293585,0.0000624302,0.0002136331,0.0005333858,0.00002356139,0.0001031371,0.0001366113],"genre_scores_gemma":[0.9987476,0.000002430802,0.0002951599,0.000005596329,0.00005977275,0.0001544969,0.00009680796,0.0000452604,0.0005928639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02759687,"threshold_uncertainty_score":0.4946548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385415644","doi":"10.1371/journal.pwat.0000148","title":"Road salt intrusion dynamics in an ex-urban native wetland complex","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"U.S. Geological Survey; Nature Conservancy; Division of Chemical, Bioengineering, Environmental, and Transport Systems; Northwestern University; National Science Foundation","keywords":"Wetland; Environmental science; Surface runoff; Hydrology (agriculture); Groundwater; Salinity; Surface water; Saltwater intrusion; Snowmelt; Soil salinity; Precipitation; Aquifer; Soil water; Geology; Soil science; Ecology; Oceanography; Geography; Environmental engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.0197067951367025,"gpt":0.2296788625291278,"spread":0.2099720673924253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001325593,0.00009913302,0.0001119473,0.00006967338,0.00006688149,0.00003566471,0.0001306582,0.00005311758,0.001365557],"category_scores_gemma":[0.000009032207,0.00007393607,0.00001715398,0.0001457984,0.00009568462,0.0002579444,0.0002064753,0.00006376654,0.003505753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002658405,"about_ca_system_score_gemma":0.000001982941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005517049,"about_ca_topic_score_gemma":0.00314781,"domain_scores_codex":[0.9990895,0.00006580888,0.0001566505,0.0002423216,0.0001913824,0.000254359],"domain_scores_gemma":[0.9997482,0.000008644114,0.00002414939,0.0001638837,0.000004566408,0.00005055628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003023118,0.00004415332,0.677217,0.000005768923,0.000004160248,0.00001326311,0.001195037,0.0001205928,0.3200865,0.00003236223,0.0003663757,0.0008845457],"study_design_scores_gemma":[0.0005288099,0.00009073148,0.8745713,0.00001808086,0.000008325142,0.000008228226,0.0003058334,0.04756702,0.07399648,0.001945132,0.0006853158,0.0002747501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984255,3.564843e-7,0.000005101589,0.000214809,0.0002376402,0.0001658703,0.00001299701,0.0001011917,0.0008364912],"genre_scores_gemma":[0.9993891,0.000001994879,0.0001292563,0.00005312061,0.00005517484,0.00001359677,0.0002366269,0.00001612119,0.0001050596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.24609,"threshold_uncertainty_score":0.9995473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405910930","doi":"10.1371/journal.pwat.0000303","title":"Social vulnerability and exposure to private well water","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; BC Centre for Disease Control","funders":"Canada Research Chairs; Temple University; Pennsylvania Department of Health","keywords":"Vulnerability (computing); Social vulnerability; Business; Environmental planning; Sociology; Political science; Geography; Psychology; Computer security; Social psychology; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02136413596641635,"gpt":0.274090489921845,"spread":0.2527263539554287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001454771,0.0001546758,0.0001649355,0.00009290593,0.0001745509,0.0003027381,0.0001055654,0.00008445336,0.0005518094],"category_scores_gemma":[0.000004847786,0.00008793132,0.00006169616,0.00005275635,0.00004555961,0.0002089142,0.0001204133,0.0001821672,0.001024489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905706,"about_ca_system_score_gemma":0.000001405962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001032008,"about_ca_topic_score_gemma":0.00000402003,"domain_scores_codex":[0.9988291,0.0000699888,0.0001953757,0.0003786831,0.0001650877,0.000361728],"domain_scores_gemma":[0.9997048,0.00001675027,0.000004809125,0.0001497457,0.00002814881,0.00009571722],"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":[0.001235451,0.0007791698,0.02442589,0.002258482,0.0002208653,0.0001283461,0.05034605,0.000009541446,0.8640656,0.0005024365,0.05134035,0.004687784],"study_design_scores_gemma":[0.0003856611,0.00009776222,0.002933316,0.0000494118,0.00003612336,0.000007840343,0.00001320389,0.0000424659,0.8381275,0.004048772,0.1540469,0.0002110563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613153,0.00004411314,0.0000157902,0.0368451,0.0005056696,0.0002940339,0.0000105299,0.0002479986,0.0007214914],"genre_scores_gemma":[0.9968165,0.000001348948,0.00007009906,0.001584345,0.0006949091,0.000029354,0.00004067125,0.00003462704,0.0007281811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027065,"threshold_uncertainty_score":0.9997534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412612161","doi":"10.1371/journal.pwat.0000389","title":"Water, people and climate-change exposure in the Western Pacific: Anticipating the arrival of a ‘perfect storm’","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"Australian Centre for International Agricultural Research","keywords":"Storm; Climate change; Environmental science; Climatology; Winter storm; Meteorology; Oceanography; Geography; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.1124633901616479,"gpt":0.3149750389059159,"spread":0.2025116487442681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001089626,0.0000943702,0.0001438527,0.00007275739,0.00037602,0.0001012887,0.0001819693,0.00006201013,0.00003305132],"category_scores_gemma":[0.00006066841,0.00004324261,0.0000328797,0.0001431051,0.0001419673,0.0002110387,0.00006241415,0.00009712105,0.00001168015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003446993,"about_ca_system_score_gemma":0.00001221442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003297585,"about_ca_topic_score_gemma":0.06582545,"domain_scores_codex":[0.9987006,0.0003537888,0.0002164405,0.0001565884,0.0002571167,0.000315463],"domain_scores_gemma":[0.9995435,0.0001695337,0.00004258372,0.0001650494,0.00006049466,0.00001877706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001648866,0.00005357914,0.3772168,0.00006690719,0.000009125986,0.000001059417,0.6162207,0.00000172086,0.005570063,0.0003462978,0.00003269452,0.000464519],"study_design_scores_gemma":[0.001302486,0.0002350583,0.5472601,0.0004484653,0.0001830456,0.000002638538,0.4120738,0.0007550764,0.03131827,0.001418623,0.00455099,0.0004514351],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908863,0.00008888511,0.000004939344,0.007230744,0.0001208472,0.0005245502,0.000008248272,0.00002278387,0.001112701],"genre_scores_gemma":[0.9992412,0.0001752606,0.00001193775,0.0002083729,0.0001055166,0.0001140535,0.00001624536,0.000007471478,0.0001199957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041469,"threshold_uncertainty_score":0.9512208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393930008","doi":"10.1371/journal.pwat.0000143","title":"Environmental factors associated with Escherichia coli concentration at freshwater beaches on Lake Winnipeg, Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Environmental science; Geography; Ecology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.0227664661680107,"gpt":0.1877216068209414,"spread":0.1649551406529307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000101449,0.0002073351,0.0001374772,0.00001289012,0.0001593325,0.00007717973,0.0001203763,0.00007073723,0.006732263],"category_scores_gemma":[0.000006571101,0.0001235326,0.000034982,0.00004953987,0.0001163676,0.0001931012,0.00008186916,0.0001505378,0.0004734843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072561,"about_ca_system_score_gemma":0.00001371658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02186901,"about_ca_topic_score_gemma":0.7527914,"domain_scores_codex":[0.9984677,0.0001013019,0.0001834178,0.0003632456,0.0005340453,0.000350218],"domain_scores_gemma":[0.9996594,0.00004432922,0.00002676134,0.0001495941,0.000002898437,0.0001170076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009674131,0.0004077693,0.6795956,0.00003481057,0.0002524355,0.0001433021,0.004723302,0.0002975158,0.2964267,0.00003174831,0.01753911,0.0004509584],"study_design_scores_gemma":[0.0004410952,0.0001632228,0.3461328,0.00004321118,0.00005786799,9.735937e-7,0.0002013132,0.001409465,0.5831347,0.00003324442,0.06792167,0.0004605523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971771,0.000007627596,0.000005298012,0.000551991,0.0001520384,0.000235344,0.0001939546,0.00007526608,0.001601405],"genre_scores_gemma":[0.9936189,0.000001012543,0.000008937963,0.0006134795,0.0000285966,0.00001982901,0.0007634226,0.00002576773,0.004920067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7309224,"threshold_uncertainty_score":0.9941757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410771340","doi":"10.1371/journal.pwat.0000367","title":"Reducing water quality data inequities: A low-cost to a membrane filtration technique for the quantification of Escherichia coli in drinking water in low-resource contexts","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"UNICEF","keywords":"Water quality; Escherichia coli; Filtration (mathematics); Resource (disambiguation); Membrane; Environmental science; Water treatment; Quality (philosophy); Chemistry; Computer science; Water resource management; Business; Environmental engineering; Biology; Mathematics; Statistics; Biochemistry; Physics; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.05583113229828569,"gpt":0.3283195236186027,"spread":0.272488391320317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536516,0.0002072471,0.0003789354,0.0003401536,0.0001390717,0.0001462637,0.0006232087,0.0001362862,0.00004877178],"category_scores_gemma":[0.000120716,0.0001171013,0.00005964682,0.0002028116,0.00006403468,0.0003813585,0.0002593691,0.0002343339,0.00001190242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181084,"about_ca_system_score_gemma":0.0000131229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000632876,"about_ca_topic_score_gemma":0.000758481,"domain_scores_codex":[0.9976321,0.0002564905,0.0009027923,0.0005300826,0.0002136594,0.0004648908],"domain_scores_gemma":[0.998732,0.000207537,0.0000654742,0.0008540645,0.0001037013,0.00003725807],"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":[0.001059513,0.000352594,0.001235092,0.0007859527,0.00002389403,9.804863e-7,0.01032816,0.0004797975,0.9852356,0.00004615736,0.0002133821,0.00023888],"study_design_scores_gemma":[0.001280428,0.00003046496,0.001665935,0.001007788,0.00002921989,6.293242e-7,0.0003355952,0.002117013,0.9910818,0.000401372,0.00185185,0.0001979318],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781717,0.00001671322,0.005707711,0.01239699,0.0002110681,0.003279671,0.00005673538,0.00005368988,0.0001056894],"genre_scores_gemma":[0.9968671,0.000002814567,0.0002658571,0.0009635608,0.00008166684,0.0007450572,0.0008797586,0.0000301522,0.000164034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01869537,"threshold_uncertainty_score":0.4775254,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410810534","doi":"10.1371/journal.pwat.0000352","title":"Vulnerability assessment of drinking water intakes to microbial contamination during combined sewer overflows under global change: A bottom-up approach","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Québec Ministère du Développement Durable, de l’Environnement et de la Lutte Contre les Changements Climatiques","keywords":"Environmental science; Contamination; Combined sewer; Vulnerability (computing); Environmental engineering; Water resource management; Hydrology (agriculture); Geology; Geotechnical engineering; Stormwater; Ecology; Computer science; Surface runoff; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.02158592740992675,"gpt":0.2579831751815647,"spread":0.236397247771638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003278401,0.0002172452,0.0002511053,0.00008523806,0.0002022775,0.00006003806,0.0003073215,0.00009044239,0.0006106451],"category_scores_gemma":[0.000006621608,0.0001542297,0.00007920482,0.000188215,0.0001165096,0.0003540115,0.0008169466,0.0001540394,0.0001317297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009829267,"about_ca_system_score_gemma":0.000006352102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005276687,"about_ca_topic_score_gemma":0.0002146391,"domain_scores_codex":[0.9981321,0.0001185158,0.00035875,0.0005050067,0.0003963568,0.0004892373],"domain_scores_gemma":[0.9994344,0.00001023629,0.00004103042,0.0004160276,0.00002904478,0.00006925987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009936136,0.001101652,0.5816964,0.0001832456,0.000189482,0.000002367847,0.002559077,0.001042455,0.4099744,0.0005025321,0.002490516,0.000158525],"study_design_scores_gemma":[0.001490969,0.00009229495,0.8524235,0.00005328773,0.0001267555,0.000001285747,0.0001759268,0.001983286,0.141158,0.0005841717,0.001537303,0.0003731677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879514,0.000001803964,0.003847789,0.001145258,0.000601182,0.0009898525,0.00001081743,0.00007787952,0.005374013],"genre_scores_gemma":[0.9955148,5.631655e-7,0.001186305,0.000462582,0.00007092948,0.0002047572,0.00006400613,0.000013691,0.002482443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2707271,"threshold_uncertainty_score":0.6686136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389475534","doi":"10.1371/journal.pwat.0000160","title":"Understanding contemporary challenges for water security in Ulaanbaatar, a semi-arid region in Mongolia","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":1,"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":"National University of Mongolia","keywords":"Water security; Urbanization; Population; Context (archaeology); Environmental planning; Rainwater harvesting; Geography; Water supply; Water resource management; Water resources; Environmental science; Economic growth; Environmental engineering; Environmental health","retraction":null,"screen_n_in":null,"score":{"opus":0.2795962578056942,"gpt":0.3072815482671677,"spread":0.02768529046147344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009942049,0.0001661384,0.0002491804,0.0003913602,0.0002215714,0.0001125727,0.0002887765,0.0001243976,0.00002866028],"category_scores_gemma":[0.00001655391,0.0001195189,0.0000725002,0.0001803837,0.000148177,0.0003013031,0.0001084133,0.0001585274,0.0001027298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003606261,"about_ca_system_score_gemma":0.0000242472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163141,"about_ca_topic_score_gemma":0.009005574,"domain_scores_codex":[0.9979515,0.0002219542,0.0002988476,0.0004131492,0.0003378147,0.0007767487],"domain_scores_gemma":[0.9996038,0.00005994818,0.00002303525,0.0002129145,0.00001917613,0.00008111642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003686159,0.0004189451,0.03341932,0.00082831,0.0001274477,0.0004699236,0.9441652,0.0003461251,0.0019363,0.01335961,0.004369645,0.0001906146],"study_design_scores_gemma":[0.006881869,0.000287991,0.004590993,0.0007700238,0.00005847089,0.000002494812,0.1139284,0.002938226,0.02902277,0.2835849,0.5562446,0.001689281],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560118,0.00008870511,0.00006800195,0.02928155,0.0001904611,0.001333383,0.000007313384,0.0002609289,0.01275782],"genre_scores_gemma":[0.9983993,0.000147707,0.000008829183,0.0001297214,0.0001072863,0.0001903622,0.00005100221,0.0000320498,0.0009337293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8302367,"threshold_uncertainty_score":0.5025322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416365903","doi":"10.1371/journal.pwat.0000460","title":"Human dimensions in water crisis management: Gender bias in water manager appraisals and implications for water decision-making","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Roads University; University of Waterloo","funders":"Social Sciences and Humanities Research Council","keywords":"Moderation; Harm; Mortality salience; Human resource management; Anxiety; Distancing","retraction":null,"screen_n_in":null,"score":{"opus":0.3900753659477391,"gpt":0.4717452232680598,"spread":0.08166985732032073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009439671,0.0001706383,0.0002237721,0.0005386798,0.0007213114,0.0001887352,0.0003298335,0.0001411426,0.0009761745],"category_scores_gemma":[0.00001817894,0.00009718097,0.00007112275,0.000117788,0.0001050153,0.0002723432,0.0004512778,0.0001340149,0.0001649285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183428,"about_ca_system_score_gemma":0.000003926173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002748937,"about_ca_topic_score_gemma":0.003248528,"domain_scores_codex":[0.9981841,0.0002005269,0.0004293928,0.0004026736,0.0001567084,0.0006265848],"domain_scores_gemma":[0.9992729,0.00009807712,0.00001908114,0.0004807309,0.00007153134,0.00005761931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002796477,0.002124219,0.07963459,0.0009652803,0.000352458,0.00002511793,0.6393457,0.0002935931,0.1880361,0.04543154,0.0184938,0.02501791],"study_design_scores_gemma":[0.004672335,0.00007043913,0.1122503,0.0008581629,0.0003817238,0.000002976327,0.05305988,0.0005499454,0.02569085,0.3000474,0.5005338,0.001882143],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669106,0.00004452219,0.0001644463,0.01750518,0.000123501,0.0009698511,0.000007589445,0.0000716257,0.0142027],"genre_scores_gemma":[0.9956094,0.0003300585,0.0005047501,0.00123523,0.000040479,0.0004699977,0.0001486477,0.00002237583,0.00163907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5862858,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412984011","doi":"10.1371/journal.pwat.0000279","title":"The structure of informal water markets: Insights from spatial monitoring in Lodwar, Kenya","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Balsillie School of International Affairs; University of Waterloo","funders":"Social Sciences and Humanities Research Council; International Development Research Centre; Foreign and Commonwealth Office; Global Challenges Research Fund","keywords":"Business; Environmental science","retraction":null,"screen_n_in":null,"score":{"opus":0.005943890777317209,"gpt":0.2231802680789497,"spread":0.2172363773016325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008482044,0.0001238045,0.0001672956,0.00005733843,0.0002833065,0.0000970804,0.0003931469,0.000150075,0.0002203904],"category_scores_gemma":[0.0000327071,0.00005764377,0.00004735423,0.00008467268,0.0001664487,0.0003792467,0.0001405709,0.0002183028,0.00001680865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005996057,"about_ca_system_score_gemma":0.0000461719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004666376,"about_ca_topic_score_gemma":0.003389662,"domain_scores_codex":[0.9987645,0.00008717464,0.0002865857,0.0001532887,0.0003320854,0.0003763949],"domain_scores_gemma":[0.9996071,0.00004819632,0.0000414244,0.0002052972,0.00006237597,0.00003559954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005533182,0.00009933668,0.422827,0.00008488486,0.0002737943,0.00002180099,0.1750841,0.00009500865,0.3841843,0.001809117,0.001591864,0.01337545],"study_design_scores_gemma":[0.0003910452,0.00001205337,0.1415174,0.00008479095,0.00001533657,7.370935e-8,0.001291375,0.00002726352,0.7960172,0.009242779,0.05126975,0.0001309647],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932495,0.00007567257,0.000007224831,0.0006313795,0.0008869437,0.0001607707,0.00001370207,0.00001958381,0.004955196],"genre_scores_gemma":[0.9983963,0.00005800487,0.00004175885,0.00008112189,0.000368348,0.000003870402,0.00001236888,0.000006850441,0.001031421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4118328,"threshold_uncertainty_score":0.7054196,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410766665","doi":"10.1371/journal.pwat.0000309","title":"From bench to beach: Assessing the reliability of community-based qPCR monitoring for recreational water quality","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Health; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Recreation; Reliability (semiconductor); Water quality; Quality (philosophy); Environmental science; Reliability engineering; Engineering; Ecology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.05976201582491953,"gpt":0.3333604993892462,"spread":0.2735984835643266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005555633,0.00009946254,0.0001245279,0.00002345532,0.0003552639,0.0000510329,0.0001588689,0.00004736192,0.0002192216],"category_scores_gemma":[0.00003791814,0.0000493047,0.0000662027,0.00005378937,0.000072343,0.0001675129,0.0001200276,0.00009238224,0.00004324488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001455106,"about_ca_system_score_gemma":0.000005215825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031522,"about_ca_topic_score_gemma":0.00003704094,"domain_scores_codex":[0.9990427,0.0002425027,0.000220594,0.0001483817,0.0001699799,0.0001758412],"domain_scores_gemma":[0.9993235,0.0002507985,0.0000241157,0.0003478505,0.00002315577,0.00003054029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006363972,0.0004520229,0.674103,0.00003359823,0.00002973947,9.585931e-8,0.003433384,0.001797666,0.3190338,0.000006632117,0.0003554459,0.0006909383],"study_design_scores_gemma":[0.0002680467,0.00003154258,0.222934,0.0000222481,0.000038372,2.242755e-8,0.0001608012,0.00009914736,0.7713672,0.003975981,0.001038046,0.00006456386],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946513,0.000001760419,0.00138854,0.00223261,0.0001378759,0.0003449669,0.00001833981,0.00002681233,0.001197855],"genre_scores_gemma":[0.9975052,1.471795e-7,0.001599688,0.0001676133,0.00004168547,0.0001000069,0.0002207764,0.000006123418,0.0003587509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4523334,"threshold_uncertainty_score":0.4582775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409537335","doi":"10.1371/journal.pwat.0000307","title":"Training for the test: Using multi-objective training to improve ANN ensemble forecasts of household residual chlorine in emergencies","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Achmea; Grand Challenges Canada; Natural Sciences and Engineering Research Council of Canada; Enhancing Learning and Research for Humanitarian Assistance","keywords":"Training (meteorology); Residual; Test (biology); Training set; Artificial intelligence; Machine learning; Computer science; Statistics; Mathematics; Meteorology; Algorithm; Geology; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.09134220930533829,"gpt":0.2589263150914314,"spread":0.1675841057860931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001990346,0.0001337322,0.0002161958,0.0001581478,0.00006012705,0.00002258094,0.000102987,0.0000578418,0.000002934165],"category_scores_gemma":[0.0000737692,0.00008923874,0.00004322887,0.0001589193,0.0000128066,0.000109043,0.00003494211,0.00007618409,6.792657e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005119923,"about_ca_system_score_gemma":0.00001598747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001010867,"about_ca_topic_score_gemma":0.0004568681,"domain_scores_codex":[0.9991478,0.00001080064,0.0003034633,0.0001578387,0.0000809933,0.0002991324],"domain_scores_gemma":[0.9996614,0.00009595702,0.00002186727,0.0001441134,0.00005200391,0.00002462102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004279882,0.00004073966,0.001054766,0.0002463166,0.0001247875,0.000002125906,0.05431376,0.6735401,0.2685162,0.00002839533,0.0001378832,0.00195216],"study_design_scores_gemma":[0.0006605116,0.00006687399,0.001158946,0.0001971082,0.00004044593,0.00000118824,0.002635456,0.4567873,0.5379639,0.00005712921,0.0002555582,0.0001756385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519958,0.00006982912,0.04613937,0.00007692489,0.0004865087,0.000796831,0.00004035506,0.00008350603,0.0003108613],"genre_scores_gemma":[0.9935834,0.00000302599,0.0057271,0.00001966376,0.000103218,0.0001250364,0.000004562324,0.00003378822,0.0004002234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2694477,"threshold_uncertainty_score":0.363905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390971088","doi":"10.1371/journal.pwat.0000218","title":"Shifting formal education toward hydrosocial and hydrorelational learning","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University; University of Lethbridge","funders":"","keywords":"Formal education; Business; Public relations; Knowledge management; Political science; Sociology; Pedagogy; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01185488868057819,"gpt":0.2609420267836267,"spread":0.2490871381030485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001789463,0.00005914516,0.00006141929,0.00003214095,0.0003675913,0.000205303,0.00005701328,0.00007106586,0.0003855798],"category_scores_gemma":[0.00003248327,0.00004311747,0.00002580397,0.00005211376,0.00006916477,0.0007199673,0.00003498875,0.0001691541,0.0001064982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005252408,"about_ca_system_score_gemma":0.00009455251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001922159,"about_ca_topic_score_gemma":0.00002788558,"domain_scores_codex":[0.9992984,0.00003793978,0.00008901859,0.0001297616,0.000209788,0.000235112],"domain_scores_gemma":[0.9998735,0.00001922193,0.00001393758,0.00002726266,0.00002182051,0.00004426605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003334242,0.00007365303,0.08603829,0.000252855,0.0001465314,0.00001371567,0.6460595,0.000114026,0.01339569,0.1648799,0.009128889,0.07986369],"study_design_scores_gemma":[0.000257567,0.00006267626,0.02054937,0.0002182999,0.00007219287,0.000006316867,0.006573064,0.002434045,0.01014377,0.05909856,0.900083,0.0005011351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578028,0.0001491395,0.00003549284,0.003971423,0.0004024229,0.00007083304,0.000001773094,0.00009250784,0.03747364],"genre_scores_gemma":[0.994088,0.00002630913,0.000126856,0.0001480914,0.001463575,0.000007584832,0.00001730863,0.000008693684,0.004113605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8909541,"threshold_uncertainty_score":0.4221829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404584400","doi":"10.1371/journal.pwat.0000316","title":"Challenges and opportunities for advancing data-driven WASH programming: Reflections from the UNC Chapel Hill Water and Health Conference side event \"DATA: A key for unlocking quality in WASH programming\"","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Global Health Research; York University","funders":"","keywords":"Chapel; Key (lock); Event (particle physics); Computer science; Quality (philosophy); Data science; Computer security; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.3975652254730165,"gpt":0.3791715373838828,"spread":0.01839368808913372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001548445,0.0002897616,0.0003719765,0.00005171462,0.0004377376,0.0001973791,0.0004669414,0.00007297009,0.00001114707],"category_scores_gemma":[0.00005524691,0.0001610954,0.0000373375,0.00004313309,0.0002693955,0.0006993223,0.00170641,0.0001671709,0.000003890465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001482311,"about_ca_system_score_gemma":0.00002771305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457885,"about_ca_topic_score_gemma":0.03073474,"domain_scores_codex":[0.9972605,0.0001723766,0.0004871421,0.001025284,0.0002665126,0.0007882458],"domain_scores_gemma":[0.9988375,0.0002641083,0.00006575974,0.0006752849,0.00002469284,0.0001326608],"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":[0.0002875678,0.0009075424,0.001667472,0.002400966,0.0008648051,0.00004553267,0.1263299,0.0001694382,0.02065807,0.0121122,0.002244673,0.8323118],"study_design_scores_gemma":[0.002418719,0.001368031,0.004392138,0.001570119,0.0004039894,0.0000412229,0.0337718,0.0372571,0.01423596,0.08905328,0.8136862,0.001801481],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5767657,0.021116,0.01118851,0.3696488,0.0014234,0.01227855,0.004230346,0.001146232,0.00220249],"genre_scores_gemma":[0.9907168,0.0007701812,0.005826045,0.0004679998,0.0001578282,0.0007563813,0.000973758,0.00005078255,0.0002802817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8305103,"threshold_uncertainty_score":0.9869518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}