{"meta":{"query_hash":"e9cb8812aafe","filters":{"venue":"UCL Open Environment"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/e9cb8812aafe","api":"https://metacan.xera.ac/api/v1/cohort?venue=UCL+Open+Environment"},"results":[{"id":"W3093257566","doi":"10.14324/111.444/ucloe.000016","title":"Synergies and trade-offs between sanitation and the sustainable development goals","year":2021,"lang":"en","type":"article","venue":"UCL Open Environment","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Royal Academy of Engineering; Great Ormond Street Institute of Child Health; National Institute for Health and Care Research; University College London; Department of Health and Social Care; International Development Research Centre","keywords":"Sanitation; Business; Leverage (statistics); Sustainable development; Context (archaeology); Corporate governance; Investment (military); Environmental planning; Environmental resource management; Environmental economics; Economics; Political science; Engineering; Computer science; Geography; Finance; Environmental engineering","score_opus":0.014589273995079192,"score_gpt":0.24395760835448332,"score_spread":0.22936833435940412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093257566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41867578,0.015176243,0.09582998,0.07846685,0.0004010614,0.0008163293,0.0008599512,0.00021589603,0.38955784],"genre_scores_gemma":[0.9789435,0.0027034944,0.014729593,0.0009988679,0.00003732555,0.00030635437,0.00010149543,0.000032708915,0.0021467179],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.94878495,0.029400414,0.0024244236,0.002382036,0.0128149,0.004193373],"domain_scores_gemma":[0.95265526,0.03409722,0.005389333,0.002311958,0.003770502,0.0017756665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04789927,0.00096259033,0.0012275828,0.006418909,0.002531162,0.011560781,0.0013946221,0.0019368505,0.008453494],"category_scores_gemma":[0.050139256,0.0006857661,0.0015400413,0.005272519,0.0073704673,0.012229749,0.020847673,0.0037758385,0.0005756077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037052948,0.00040718232,0.089481674,0.0040449104,0.00074234494,0.0008513442,0.014259773,0.016224146,0.0034381133,0.6052757,0.005000279,0.25990397],"study_design_scores_gemma":[0.000056592464,0.00069480424,0.104655676,0.00454007,0.0004199577,0.0004418332,0.05351472,0.008499676,0.0039155716,0.7358763,0.087150335,0.00023442926],"about_ca_topic_score_codex":0.0034585358,"about_ca_topic_score_gemma":0.013040518,"teacher_disagreement_score":0.04789927,"about_ca_system_score_codex":0.0104937395,"about_ca_system_score_gemma":0.017356412,"threshold_uncertainty_score":0.25331855},"labels":[],"label_agreement":null},{"id":"W4381799546","doi":"10.14324/111.444/ucloe.000060","title":"Decolonising Canadian water governance: lessons from Indigenous case studies","year":2023,"lang":"en","type":"article","venue":"UCL Open Environment","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Indigenous; Sanitation; Corporate governance; Political science; Government (linguistics); Praxis; Politics; Economic growth; Public administration; Environmental planning; Sociology; Business; Geography; Engineering; Economics; Ecology; Law; Environmental engineering","score_opus":0.04691374758707246,"score_gpt":0.33378807088923185,"score_spread":0.2868743233021594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381799546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72639245,0.007087188,0.0056536924,0.04120567,0.00027494598,0.0005521602,0.00044857763,0.00008008075,0.21830526],"genre_scores_gemma":[0.9693326,0.004795108,0.0046454705,0.0020711785,0.00003492766,0.00016148122,0.00013956682,0.00005127922,0.018768417],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99138325,0.0033012952,0.00021181356,0.00045742764,0.0018782553,0.002767972],"domain_scores_gemma":[0.99065804,0.0042305933,0.00036771302,0.0005100591,0.0030748737,0.0011587482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008840646,0.0006279923,0.00060932204,0.002503788,0.03515907,0.00646643,0.0031644655,0.0023113878,0.0039965203],"category_scores_gemma":[0.012722072,0.00032706285,0.0005308312,0.005692092,0.015140779,0.0032718363,0.0065757274,0.003691348,0.000176702],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008865859,0.00017831675,0.013960743,0.0005739231,0.000042566127,0.0048675206,0.7846137,0.0018285592,0.0006932638,0.114276126,0.020837052,0.05803952],"study_design_scores_gemma":[0.00002173749,0.000051264582,0.013376705,0.00060716,0.000047852707,0.00053978804,0.8028601,0.0010254716,0.00048948487,0.00765251,0.17326087,0.00006715398],"about_ca_topic_score_codex":0.98859894,"about_ca_topic_score_gemma":0.99668485,"teacher_disagreement_score":0.14243679,"about_ca_system_score_codex":0.14243679,"about_ca_system_score_gemma":0.12340323,"threshold_uncertainty_score":0.9946518},"labels":[],"label_agreement":null},{"id":"W4415354081","doi":"10.14324/111.444/ucloe.icmb25.a31","title":"Characterization and Hygrothermal Impact of Water Resistive Barriers on Mould Growth in Wood-Frame Wall Assemblies","year":2025,"lang":"","type":"article","venue":"UCL Open Environment","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Moisture; Building envelope; Context (archaeology); Characterization (materials science); Saturation (graph theory); Relative humidity; Thermal diffusivity; Durability; Humidity","score_opus":0.011020923781015527,"score_gpt":0.22320753635412965,"score_spread":0.21218661257311414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415354081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985429,0.00007067054,0.0010585882,0.000004848675,0.0000022663253,0.000005630315,0.000062586085,0.000025204243,0.00022741003],"genre_scores_gemma":[0.99896216,0.00006329257,0.0007079798,0.00000348524,5.749037e-7,0.000005595293,0.000051266445,0.000009322966,0.00019622398],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998305,0.00002366192,0.000008937041,0.000032189448,0.00006818243,0.00003650145],"domain_scores_gemma":[0.99973744,0.00009718623,0.000056052373,0.00002840428,0.00006004075,0.00002089108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003691669,0.00024969538,0.00025436995,0.00024251846,0.00021240338,0.0003275312,0.00019753881,0.000250536,0.000745322],"category_scores_gemma":[0.00060302106,0.00012912748,0.00020246624,0.00016930272,0.00025245835,0.00039286708,0.00025805685,0.0002813353,0.00016827014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013966601,0.000038053073,0.0057620225,0.00008628436,0.000007855984,0.00012172165,0.00011721429,0.0098823765,0.97862005,0.00013265219,0.00005671752,0.0050354404],"study_design_scores_gemma":[0.0000047296116,0.00056342786,0.020974202,0.000013361154,0.000016153774,0.00008572658,0.00017002688,0.03662534,0.9407228,0.000052462063,0.0007550871,0.00001677172],"about_ca_topic_score_codex":0.001351588,"about_ca_topic_score_gemma":0.0020530566,"teacher_disagreement_score":0.001351588,"about_ca_system_score_codex":0.0003101894,"about_ca_system_score_gemma":0.00012275696,"threshold_uncertainty_score":0.0026874542},"labels":[],"label_agreement":null},{"id":"W4415369194","doi":"10.14324/111.444/ucloe.icmb25.a15","title":"Assessing Water Loads Post-Flooding in Envelope Assemblies: Effects of Interstices and Hydrostatic Pressure","year":2025,"lang":"","type":"article","venue":"UCL Open Environment","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Envelope (radar); Flood myth; Hydrostatic pressure; Hydrostatic equilibrium; Drainage; Residual; Thermocouple; Hydraulics","score_opus":0.006775842897195233,"score_gpt":0.22579949553805623,"score_spread":0.219023652640861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415369194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99535865,0.00010789068,0.003111921,0.000018737828,0.0000063704665,0.000013520468,0.00033915153,0.00010213813,0.00094158016],"genre_scores_gemma":[0.99768925,0.00006806536,0.0015186935,0.000008579633,9.14584e-7,0.000008044998,0.00021859116,0.000024740973,0.00046315396],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99978393,0.000013200814,0.000008175071,0.000037793114,0.000109643086,0.000047227608],"domain_scores_gemma":[0.9996061,0.00009517171,0.000058907888,0.000035658126,0.0001619427,0.000042329208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035042103,0.00042789668,0.00031266143,0.000360972,0.00045737327,0.000555852,0.00027047814,0.0002656352,0.0013586876],"category_scores_gemma":[0.00054464245,0.00020298173,0.00021897722,0.0003500885,0.0003194709,0.00045306346,0.00033701962,0.0003647187,0.00023659939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066197297,0.00017335748,0.08312184,0.000288825,0.00006167554,0.00045380736,0.00048588874,0.064469285,0.7916731,0.00018054058,0.0006861461,0.057743493],"study_design_scores_gemma":[0.00001687096,0.0009911454,0.43369454,0.000033886823,0.00009326403,0.0002220687,0.0014018139,0.12222561,0.4377364,0.00027662225,0.0032234387,0.00008447927],"about_ca_topic_score_codex":0.034923315,"about_ca_topic_score_gemma":0.09703734,"teacher_disagreement_score":0.034923315,"about_ca_system_score_codex":0.0008462117,"about_ca_system_score_gemma":0.0004980203,"threshold_uncertainty_score":0.06944007},"labels":[],"label_agreement":null},{"id":"W4415369257","doi":"10.14324/111.444/ucloe.icmb25.a4","title":"Resiliency of Basement Envelope Assemblies to Flood Events","year":2025,"lang":"","type":"article","venue":"UCL Open Environment","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Flood myth; Envelope (radar); Flooding (psychology); Hydrostatic pressure; Structural integrity; Deformation (meteorology)","score_opus":0.008735595099565924,"score_gpt":0.23204151579369278,"score_spread":0.22330592069412686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415369257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960077,0.000021800859,0.002492498,0.000013519856,0.0000036419585,0.000006809215,0.00005628301,0.000035717803,0.0013620004],"genre_scores_gemma":[0.99908364,0.000015741529,0.00050073466,0.0000020485475,5.788839e-7,0.0000020935786,0.000054925356,0.0000057719785,0.00033457397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99968743,0.000041175637,0.000016579315,0.000044282908,0.0000824181,0.00012814357],"domain_scores_gemma":[0.99955887,0.00006935504,0.00010608937,0.00008641718,0.00011002698,0.000069343536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004672759,0.00022216944,0.00017773006,0.0006194173,0.0006088655,0.0007132106,0.00040363253,0.00035668525,0.0015498343],"category_scores_gemma":[0.0013978026,0.00021749276,0.00024878856,0.00036464568,0.0005285869,0.0003748528,0.0006293266,0.00024557402,0.0003811634],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000612881,0.00015193946,0.21097368,0.00009930594,0.00009497969,0.001953026,0.0013552061,0.49036354,0.22887541,0.002484451,0.0006067785,0.06242883],"study_design_scores_gemma":[0.000017600072,0.0010603574,0.50242966,0.0000522788,0.00009489571,0.0013999982,0.005580909,0.38832584,0.092317745,0.0016934269,0.0069335084,0.0000938023],"about_ca_topic_score_codex":0.0060627433,"about_ca_topic_score_gemma":0.01012772,"teacher_disagreement_score":0.0060627433,"about_ca_system_score_codex":0.00058600894,"about_ca_system_score_gemma":0.00031612784,"threshold_uncertainty_score":0.01205492},"labels":[],"label_agreement":null},{"id":"W7092655624","doi":"10.14324/111.444/ucloe.icmb25.a8","title":"Assessing the Influence of Seasonal Changes on Mould Growth and Indoor Air Quality in Nunavik","year":2025,"lang":"","type":"article","venue":"UCL Open Environment","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Indoor air quality; Air quality index; Air pollution; Fungal growth; Indoor air; Seasonality; Biomass (ecology)","score_opus":0.02329279581273222,"score_gpt":0.3051827544416412,"score_spread":0.281889958628909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7092655624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998485,0.00015790394,0.00023207079,0.000017497976,0.000006847139,0.0000105249555,0.00044614286,0.000005569733,0.00063836324],"genre_scores_gemma":[0.9988998,0.00006575554,0.00030602698,0.0000069403854,0.0000010822465,0.000006746686,0.00022916187,0.0000028199597,0.00048167628],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99971586,0.000045188786,0.000018976147,0.000097340526,0.000047806265,0.00007489895],"domain_scores_gemma":[0.9996972,0.000052783216,0.000053889198,0.00002394678,0.00011623693,0.00005598035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003374041,0.00026214632,0.00021153211,0.00038734058,0.0006608986,0.0007472396,0.00038958178,0.00016700132,0.00085830095],"category_scores_gemma":[0.00037910184,0.00019751283,0.00023198416,0.00047453796,0.00044302753,0.00023072396,0.0005130268,0.00023498073,0.00012478419],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018232701,0.000040354087,0.97619164,0.00007587181,0.000043112082,0.00026811656,0.0020734319,0.0006507797,0.0106647685,0.00009110705,0.0001848635,0.009533611],"study_design_scores_gemma":[0.000001059581,0.00004036525,0.9958792,0.000013444327,0.000011550839,0.000057711088,0.0024924318,0.00039840763,0.0006210443,0.000020521842,0.0004559625,0.000008235849],"about_ca_topic_score_codex":0.4967005,"about_ca_topic_score_gemma":0.75632596,"teacher_disagreement_score":0.5032995,"about_ca_system_score_codex":0.0023984825,"about_ca_system_score_gemma":0.0015039387,"threshold_uncertainty_score":0.98761874},"labels":[],"label_agreement":null}]}