{"meta":{"query_hash":"1528cc48b620","filters":{"venue":"Water&Sanitation Africa"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/1528cc48b620","api":"https://metacan.xera.ac/api/v1/cohort?venue=Water%26Sanitation+Africa"},"results":[{"id":"W2267873388","doi":"","title":"Colesburg under construction : feature : infrastructure","year":2013,"lang":"en","type":"article","venue":"Water&Sanitation Africa","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Feature (linguistics); Water supply; Business; Water infrastructure; Critical infrastructure; Environmental planning; Computer science; Engineering; Environmental science; Geography; Computer security; Environmental engineering","score_opus":0.016461218938046092,"score_gpt":0.21004064092595778,"score_spread":0.1935794219879117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2267873388","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7843793,0.00005187362,0.002165244,0.021127528,0.0016256238,0.00128561,0.000005239781,0.0008817786,0.18847781],"genre_scores_gemma":[0.9944114,0.0000013305223,0.001337744,0.0016588998,0.00070635154,0.000084116466,0.00014220217,0.000036344136,0.001621603],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99871516,0.00002233398,0.00022100331,0.00031188942,0.0003082403,0.00042135554],"domain_scores_gemma":[0.9991704,0.00002648755,0.00014655183,0.0002441672,0.00038559435,0.00002678198],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014561239,0.00022158261,0.0001667721,0.00036047082,0.00023605442,0.00088585634,0.0002402419,0.00015352933,0.0017659889],"category_scores_gemma":[0.00008515723,0.0001702753,0.000060116294,0.00051712984,0.00008658244,0.0025159835,0.00012881895,0.00021145892,0.0032955927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091841495,0.00017132037,0.015296617,0.00047655546,0.00018314537,0.000014212064,0.003196827,0.0010316073,0.11092634,0.21418284,0.6354891,0.018939598],"study_design_scores_gemma":[0.0013416423,0.00002506803,0.06866403,0.00004817571,0.00008459722,0.000014773569,0.004703969,0.0033239268,0.0023641181,0.13963582,0.7789413,0.0008525984],"about_ca_topic_score_codex":0.000087623295,"about_ca_topic_score_gemma":0.0000122324955,"teacher_disagreement_score":0.21003212,"about_ca_system_score_codex":0.00006788306,"about_ca_system_score_gemma":0.00002178574,"threshold_uncertainty_score":0.9991465},"labels":[],"label_agreement":null},{"id":"W2296149923","doi":"","title":"Dr Ralph Heath consultant and scientist : guest comment","year":2006,"lang":"en","type":"article","venue":"Water&Sanitation Africa","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irish; Quarter (Canadian coin); History; Genealogy; Philosophy; Archaeology; Linguistics","score_opus":0.08218806437729795,"score_gpt":0.3713068511722073,"score_spread":0.2891187867949093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296149923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.595814,0.000938558,0.00085640367,0.3424412,0.0007382751,0.001626731,0.000062691266,0.00020072292,0.057321418],"genre_scores_gemma":[0.98980993,0.000054915254,0.00051206275,0.0046174773,0.000216656,0.000025779007,0.00014023611,0.000011566788,0.0046113837],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983244,0.00006296765,0.00025454917,0.00019217229,0.0005114752,0.0006544409],"domain_scores_gemma":[0.9980607,0.0001305975,0.000027935092,0.00013791851,0.00017072183,0.0014721415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077328127,0.00009765342,0.00017244028,0.00012994974,0.00018181183,0.00005418751,0.00004395669,0.00005372931,0.00018831511],"category_scores_gemma":[0.0020065657,0.000063733154,0.000022740096,0.00017103957,0.0001807969,0.00007906091,0.000032189193,0.00015653261,0.00018919438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032088486,0.00058326527,0.0025464275,0.00038290545,0.000023327199,0.00023294026,0.0029784073,0.000001196145,0.057376757,0.001761732,0.92508775,0.008704402],"study_design_scores_gemma":[0.0023833148,0.00039749514,0.0061341985,0.000096845804,0.000021140373,0.000038758386,0.00026461796,0.00019799228,0.0055918517,0.00039259484,0.98438567,0.00009550305],"about_ca_topic_score_codex":0.00023807595,"about_ca_topic_score_gemma":0.000016473774,"teacher_disagreement_score":0.39399594,"about_ca_system_score_codex":0.00011776042,"about_ca_system_score_gemma":0.00035742528,"threshold_uncertainty_score":0.25989625},"labels":[],"label_agreement":null},{"id":"W2600726017","doi":"","title":"Encouraging citizen science : laboratories & equipment","year":2016,"lang":"en","type":"article","venue":"Water&Sanitation Africa","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sanitation; Government (linguistics); Quarter (Canadian coin); Commission; Natural resource; Wildlife; Political science; Resource (disambiguation); Environmental planning; Public administration; Environmental resource management; Geography; Engineering; Environmental science; Ecology; Law; Environmental engineering; Archaeology","score_opus":0.020584604567308564,"score_gpt":0.23698835960225922,"score_spread":0.21640375503495066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2600726017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8493951,0.000015089937,0.0006916416,0.0035801916,0.0003267458,0.0001397577,0.00004129065,0.000134973,0.14567521],"genre_scores_gemma":[0.99792457,0.000012505027,0.00013196892,0.00014957195,0.000022896578,0.000027272308,0.000008468962,0.000007670994,0.0017150621],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99867916,0.000025084031,0.00015396417,0.00027114927,0.00047312232,0.0003975013],"domain_scores_gemma":[0.99958104,0.000027963408,0.00004190149,0.00017866267,0.000047263336,0.00012314574],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033693833,0.0001007435,0.00007321533,0.000046063076,0.00031438167,0.000100652316,0.00024324369,0.000024849538,0.043987703],"category_scores_gemma":[0.00008656272,0.00005887735,0.000023043462,0.00038453666,0.00044587054,0.000527878,0.00017778255,0.000031152777,0.006873397],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010934424,0.000042587148,0.004466466,0.000003406109,0.0000031440609,0.000004419422,0.003918891,0.0000028093234,0.9741703,0.004720537,0.008266512,0.0043899864],"study_design_scores_gemma":[0.0008513153,0.000120984005,0.06537132,0.00002925563,0.000014506008,0.000006081455,0.007837089,0.000026608674,0.37689367,0.003970758,0.5443663,0.0005120953],"about_ca_topic_score_codex":0.000018912286,"about_ca_topic_score_gemma":0.000016113687,"teacher_disagreement_score":0.5972766,"about_ca_system_score_codex":0.00068447617,"about_ca_system_score_gemma":0.000014355545,"threshold_uncertainty_score":0.9938999},"labels":[],"label_agreement":null}]}