{"meta":{"query_hash":"3a2555723761","filters":{"venue":"Open Geospatial Data Software and Standards"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/3a2555723761","api":"https://metacan.xera.ac/api/v1/cohort?venue=Open+Geospatial+Data+Software+and+Standards"},"results":[{"id":"W2292349305","doi":"10.1186/s40965-016-0004-1","title":"Open geospatial data, software and standards","year":2016,"lang":"en","type":"article","venue":"Open Geospatial Data Software and Standards","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geospatial analysis; Computer science; Software; Open standard; Geospatial PDF; Data science; Database; World Wide Web; Geography; Remote sensing; Interoperability; Operating system","score_opus":0.05073927965549102,"score_gpt":0.3304521944469794,"score_spread":0.27971291479148835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2292349305","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004153523,0.0010350354,0.7969312,0.00056293706,0.00050763274,0.0017757349,0.19366598,0.0004893581,0.00087861874],"genre_scores_gemma":[0.3145875,0.009612028,0.6473885,0.0009403775,0.0017009078,0.00088613766,0.02264353,0.0008379814,0.0014030301],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946877,0.00009497763,0.00084164145,0.0017561822,0.0017868758,0.00083261775],"domain_scores_gemma":[0.99319744,0.00041292064,0.0001812169,0.0046654427,0.0010297219,0.0005132799],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0035469788,0.00065939664,0.00088308787,0.00011474681,0.000720404,0.0017460651,0.0068589738,0.00030908678,0.0008630031],"category_scores_gemma":[0.002452098,0.0005378155,0.000039583625,0.0002771082,0.00029566995,0.0037863802,0.015428736,0.0003673131,0.00003233697],"study_design_candidate":"not_applicable","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":[0.00023118284,0.000072166615,0.00235153,0.00018224258,0.00022881728,0.000023169623,0.00028175113,0.00015632396,0.0000829512,0.00027321745,0.20262338,0.7934933],"study_design_scores_gemma":[0.003734598,0.0002741554,0.0030515327,0.00046901318,0.00022753743,0.00003739084,0.000077449855,0.009272555,0.00015723778,0.0030183494,0.97830176,0.0013783879],"about_ca_topic_score_codex":0.0055228807,"about_ca_topic_score_gemma":0.01619507,"teacher_disagreement_score":0.79211485,"about_ca_system_score_codex":0.00041191457,"about_ca_system_score_gemma":0.0012477677,"threshold_uncertainty_score":0.99970734},"labels":[],"label_agreement":null},{"id":"W2499270726","doi":"10.1186/s40965-016-0009-9","title":"How is an informal transport infrastructure system formed? Towards a spatially explicit conceptual model","year":2016,"lang":"en","type":"article","venue":"Open Geospatial Data Software and Standards","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Process (computing); Knowledge management; Plan (archaeology); Conceptual model; Critical infrastructure; Process management; Conceptual framework; Categorization; Principal (computer security); Computer science; Business; Sociology; Geography; Computer security","score_opus":0.027708360633439927,"score_gpt":0.24453737073152876,"score_spread":0.21682901009808883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499270726","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033388164,0.000160996,0.9347057,0.00014804289,0.00017037767,0.0005234636,0.029757386,0.00034705532,0.0007988424],"genre_scores_gemma":[0.9835192,0.00018739693,0.014199081,0.00014777659,0.00018824067,0.000047662248,0.0011241345,0.000071052455,0.0005154859],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973621,0.00003370404,0.00048435776,0.00060035725,0.0009773433,0.0005421319],"domain_scores_gemma":[0.99795866,0.000031700027,0.00010021426,0.0011908086,0.00033635026,0.00038228816],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048506595,0.00045755485,0.00067780283,0.00010556663,0.00024205077,0.0004761917,0.0015049815,0.00025483148,0.0002666722],"category_scores_gemma":[0.00008166745,0.00032168766,0.000082519146,0.00018263384,0.00012245339,0.0035821917,0.00043949377,0.00019026561,0.0000041917297],"study_design_candidate":"design_other","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":[0.0006361819,0.000050307088,0.0056322576,0.00042297103,0.0007026818,0.00007224198,0.00756403,0.0024935366,0.00051355665,0.0018252284,0.031803675,0.9482833],"study_design_scores_gemma":[0.0086010005,0.001304341,0.006568415,0.0007192528,0.00093422114,0.00007433257,0.00278716,0.69627345,0.0019650632,0.00093418034,0.27631342,0.003525146],"about_ca_topic_score_codex":0.0010336817,"about_ca_topic_score_gemma":0.004009705,"teacher_disagreement_score":0.950131,"about_ca_system_score_codex":0.00014593104,"about_ca_system_score_gemma":0.00048956275,"threshold_uncertainty_score":0.9999235},"labels":[],"label_agreement":null},{"id":"W2901674170","doi":"10.1186/s40965-018-0058-3","title":"The conceptual schema in geospatial data standard design with application to GroundWaterML2","year":2018,"lang":"en","type":"article","venue":"Open Geospatial Data Software and Standards","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada","funders":"Bureau de Recherches Géologiques et Minières; U.S. Geological Survey; Natural Resources Canada; Muséum National d'Histoire Naturelle; Universität Salzburg; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Geospatial analysis; Conceptual schema; Schema (genetic algorithms); Computer science; Data mining; Data science; Database; Information retrieval; Geography; Remote sensing","score_opus":0.21380253530369708,"score_gpt":0.4468257726292829,"score_spread":0.23302323732558583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901674170","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003130689,0.00008934328,0.9656855,0.002167432,0.00023117135,0.0018291358,0.026351213,0.000041479605,0.00047407075],"genre_scores_gemma":[0.7014062,0.00039567158,0.27890745,0.004082477,0.001144446,0.00048416905,0.011310996,0.00012690274,0.0021416768],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99329555,0.00055570167,0.0008338396,0.0016864227,0.003092387,0.00053607597],"domain_scores_gemma":[0.9912215,0.0011965472,0.00029000692,0.006112278,0.0009341346,0.00024555225],"candidate_categories":["scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.021093352,0.0002826065,0.0004819985,0.00010975726,0.0009839663,0.0032761472,0.009529063,0.000088237546,0.00026709866],"category_scores_gemma":[0.00587811,0.00017075357,0.000016259935,0.0007119382,0.00071496796,0.0028798308,0.012128064,0.0001914737,0.00010003221],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022508644,0.00005034133,0.001752019,0.000006871361,0.00004249586,0.000011810711,0.0010731935,0.00001574549,0.000004282581,0.0022529585,0.24982812,0.7427113],"study_design_scores_gemma":[0.0013529074,0.00083593116,0.0030076099,0.000048293103,0.000030751016,0.0000043669393,0.0017762139,0.0019498839,0.000052410465,0.0037502155,0.98685247,0.00033894356],"about_ca_topic_score_codex":0.005753792,"about_ca_topic_score_gemma":0.09383145,"teacher_disagreement_score":0.74237233,"about_ca_system_score_codex":0.000119893666,"about_ca_system_score_gemma":0.00072264444,"threshold_uncertainty_score":0.99775857},"labels":[],"label_agreement":null},{"id":"W2984429431","doi":"10.1186/s40965-019-0072-0","title":"PyWPS: overview, new features in version 4 and existing implementations","year":2019,"lang":"en","type":"article","venue":"Open Geospatial Data Software and Standards","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ouranos; Environment and Climate Change Canada","funders":"European Commission","keywords":"Python (programming language); Computer science; Implementation; Software deployment; World Wide Web; Software engineering; Operating system","score_opus":0.20888018284000956,"score_gpt":0.47554321223047324,"score_spread":0.2666630293904637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984429431","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":[0.7113111,0.0063268268,0.17547683,0.0074310103,0.006282665,0.005614262,0.055562116,0.0002719045,0.03172328],"genre_scores_gemma":[0.8036994,0.0009951139,0.15535009,0.0025656037,0.00046381634,0.000023689607,0.0077272407,0.00007157433,0.029103497],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967988,0.00011836251,0.0004272997,0.0009998506,0.0014120317,0.00024366066],"domain_scores_gemma":[0.997448,0.00062844553,0.0001472916,0.0014677609,0.00017573894,0.00013272547],"candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007040678,0.0001315949,0.00026425408,0.0001660839,0.00027439345,0.0021240674,0.0016679084,0.000037283076,0.001192994],"category_scores_gemma":[0.0032386014,0.00010393733,0.000017033917,0.0004969406,0.00004349847,0.0013346574,0.005919536,0.00010662817,0.000043848257],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050905193,0.0000139254025,0.04016479,0.000010787607,0.0000076620245,0.000004940012,0.00043821437,0.000016338417,0.0000033608528,0.00049654243,0.37334093,0.5854516],"study_design_scores_gemma":[0.0013707357,0.000089154164,0.13401356,0.00008871562,0.000013928208,0.000004192264,0.001560924,0.0012703949,0.0000049064774,0.005010758,0.8563753,0.00019746028],"about_ca_topic_score_codex":0.0076704547,"about_ca_topic_score_gemma":0.009430857,"teacher_disagreement_score":0.58525413,"about_ca_system_score_codex":0.00004844744,"about_ca_system_score_gemma":0.0002826678,"threshold_uncertainty_score":0.99972004},"labels":[],"label_agreement":null}]}