{"meta":{"query_hash":"e17487247885","filters":{"venue":"Design Ecologies"},"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/e17487247885","api":"https://metacan.xera.ac/api/v1/cohort?venue=Design+Ecologies"},"results":[{"id":"W2315216475","doi":"10.1386/des.3.1.66_1","title":"Terra-&-Terror Ecology: Secrets from the Arrakeen underground","year":2013,"lang":"en","type":"article","venue":"Design Ecologies","topic":"Ecocriticism and Environmental Literature","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Humanity; Vision; Nothing; Desertification; Environmental ethics; Ecology; Sociology; Philosophy; Political science; Law; Biology; Anthropology; Epistemology","score_opus":0.06241194303037386,"score_gpt":0.20933076526975278,"score_spread":0.1469188222393789,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315216475","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07202526,0.007965819,0.0036238355,0.15857421,0.002700557,0.000019443461,0.000048772315,0.00010595537,0.75493604],"genre_scores_gemma":[0.773828,0.0026334208,0.0007731681,0.0076895826,0.00048633196,0.000021867945,0.00001653616,0.000105063176,0.21444584],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984977,0.0008490823,0.000021614875,0.00010472561,0.0002968577,0.00022991312],"domain_scores_gemma":[0.998574,0.0008086632,0.00008538063,0.0001743882,0.00011910516,0.00023835427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018537254,0.0002491691,0.00019549101,0.0004694005,0.009527002,0.00872728,0.0005450698,0.0021981501,0.014636038],"category_scores_gemma":[0.0028488054,0.00017623608,0.00013581781,0.00040900172,0.017105045,0.0040319953,0.0039542485,0.003617713,0.0012623743],"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":[0.00005268964,0.000032022985,0.0004572478,0.000064070315,0.0000039679117,0.0005215951,0.052040637,0.00024473498,0.00034694053,0.7871156,0.13239153,0.02672901],"study_design_scores_gemma":[0.0000043547466,0.000015269166,0.00040907777,0.00009911169,0.000001998237,0.00019174405,0.02734909,0.00010635506,0.00024952556,0.0283846,0.9431798,0.000009096574],"about_ca_topic_score_codex":0.0073909913,"about_ca_topic_score_gemma":0.020649673,"teacher_disagreement_score":0.014636038,"about_ca_system_score_codex":0.0034156037,"about_ca_system_score_gemma":0.0014694933,"threshold_uncertainty_score":0.048962414},"labels":[],"label_agreement":null},{"id":"W2317928815","doi":"10.1386/des.2.2.214_1","title":"Out of our hands: Three architectural fantasies for strange and sad ecologies","year":2012,"lang":"en","type":"article","venue":"Design Ecologies","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","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":"University of Manitoba","funders":"","keywords":"Architecture; Narrative; Aesthetics; Futures contract; Dream; Beauty; Order (exchange); Optimism; Visual arts; History; Art; Literature; Psychology; Social psychology","score_opus":0.16159521022220077,"score_gpt":0.2933010914919506,"score_spread":0.13170588126974983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317928815","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54685605,0.0046676747,0.012114845,0.07618069,0.0028004579,0.00015305627,0.00016316328,0.0003886901,0.35667545],"genre_scores_gemma":[0.95270085,0.00078792486,0.0020547642,0.0048923325,0.00015392895,0.00008512713,0.00003822696,0.00019044356,0.03909645],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9950878,0.0030870552,0.000062895524,0.00027972806,0.0007061331,0.00077634724],"domain_scores_gemma":[0.99797434,0.0006802361,0.00017002132,0.00013139345,0.00018493448,0.000859174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034532628,0.001529564,0.00046596976,0.0011941924,0.027143711,0.012019376,0.0015440461,0.0052694133,0.006795497],"category_scores_gemma":[0.00582785,0.0009106472,0.0009982988,0.0007145808,0.035339672,0.010427664,0.012250238,0.0115542,0.001380051],"study_design_candidate":"theoretical_or_conceptual","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":[0.00007697636,0.000041057854,0.001154857,0.0000631777,0.00001873189,0.0042053773,0.87454724,0.00022668045,0.0006950217,0.087563105,0.025800474,0.005607324],"study_design_scores_gemma":[0.000021907772,0.00005331553,0.00084963196,0.0001532473,0.000012469097,0.00457027,0.73813206,0.00031430242,0.00035525812,0.016764192,0.23869659,0.000076692995],"about_ca_topic_score_codex":0.008163048,"about_ca_topic_score_gemma":0.016749807,"teacher_disagreement_score":0.027143711,"about_ca_system_score_codex":0.0048938137,"about_ca_system_score_gemma":0.0014501812,"threshold_uncertainty_score":0.03550726},"labels":[],"label_agreement":null},{"id":"W2323152283","doi":"10.1386/des.3.1.124_1","title":"The new curses of tomb space","year":2013,"lang":"en","type":"article","venue":"Design Ecologies","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","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":"Western University","funders":"","keywords":"Openness to experience; Contradiction; Space (punctuation); Contingency; Closure (psychology); Neutrino; Relation (database); History; Theoretical physics; Physics; Political science; Law; Computer science; Philosophy; Psychology; Epistemology; Nuclear physics; Social psychology","score_opus":0.025213885305968044,"score_gpt":0.2532916631424466,"score_spread":0.22807777783647856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323152283","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045256186,0.015838005,0.012070039,0.06627109,0.0032377571,0.000028011978,0.00010965711,0.0003568487,0.85683244],"genre_scores_gemma":[0.89058983,0.0042803315,0.0047001992,0.0064305197,0.0013816743,0.000050558487,0.00005286764,0.00033549705,0.09217845],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.997919,0.00096319494,0.000046479952,0.00031782888,0.0005504678,0.00020304127],"domain_scores_gemma":[0.9984652,0.00042312924,0.0001222139,0.0004875599,0.00019160283,0.00031023307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019406335,0.00052034046,0.00038535174,0.0012075123,0.007509081,0.0069562686,0.000564566,0.0014169181,0.013457547],"category_scores_gemma":[0.0034668976,0.00030497127,0.00026461197,0.0008031245,0.030551076,0.005787878,0.0069373935,0.003649049,0.0017869115],"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":[0.000038450802,0.000009079648,0.00043325522,0.000048942857,0.0000072282687,0.000084108826,0.014010468,0.00022159956,0.00030469685,0.9345423,0.028919268,0.0213806],"study_design_scores_gemma":[0.000008070413,0.00002808613,0.0004708238,0.00010499721,0.0000033391057,0.00014213087,0.0043334533,0.00015466403,0.00027815852,0.14854491,0.84591943,0.000011936149],"about_ca_topic_score_codex":0.0035440777,"about_ca_topic_score_gemma":0.007943888,"teacher_disagreement_score":0.013457547,"about_ca_system_score_codex":0.0040740245,"about_ca_system_score_gemma":0.002098145,"threshold_uncertainty_score":0.045019925},"labels":[],"label_agreement":null},{"id":"W2592105381","doi":"10.1386/des.5.1-2.12_1","title":"A great and downward hunt: How to design inorganic trauma","year":2016,"lang":"en","type":"article","venue":"Design Ecologies","topic":"Gothic Literature and Media Analysis","field":"Social 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":"Western University","funders":"","keywords":"Expansive; Dramatization; Relation (database); History; Sociology; Literature; Art","score_opus":0.048162853686880294,"score_gpt":0.27720173262422587,"score_spread":0.2290388789373456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592105381","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046932478,0.0016622462,0.44287482,0.033325184,0.0012002903,0.0008337782,0.00014551468,0.0015933155,0.47143242],"genre_scores_gemma":[0.6902205,0.0012562273,0.25266495,0.003647604,0.00013728137,0.0009234676,0.0001525217,0.00058501336,0.05041247],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98859906,0.008734607,0.0003538945,0.0006143928,0.0011935513,0.0005044083],"domain_scores_gemma":[0.98991233,0.0055351704,0.0006267682,0.002002971,0.0011814372,0.00074127316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009981652,0.0011636785,0.0004664186,0.0024464454,0.006689156,0.012520677,0.0025588633,0.0036316533,0.022076627],"category_scores_gemma":[0.023108687,0.00074887386,0.0008654799,0.0010848324,0.034270108,0.011468684,0.0093540205,0.00312068,0.003465509],"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":[0.000056261393,0.00009105559,0.0010057614,0.0003044756,0.000019585508,0.00035778823,0.057329804,0.0016286802,0.0007789753,0.88742024,0.009924602,0.041082773],"study_design_scores_gemma":[0.000059292244,0.00019251807,0.00050340715,0.0008395942,0.000050712053,0.0008053197,0.050626192,0.0048918626,0.0025573955,0.57846606,0.36094615,0.00006155853],"about_ca_topic_score_codex":0.0018590312,"about_ca_topic_score_gemma":0.003012846,"teacher_disagreement_score":0.022076627,"about_ca_system_score_codex":0.00471586,"about_ca_system_score_gemma":0.004135553,"threshold_uncertainty_score":0.07385373},"labels":[],"label_agreement":null},{"id":"W2889425488","doi":"10.1386/des.7.1.12_1","title":"Strand city: A report from the future","year":2018,"lang":"en","type":"article","venue":"Design Ecologies","topic":"American Environmental and Regional History","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":"Carleton University","funders":"","keywords":"Wilderness; Geography; Resistance (ecology); Float (project management); Politics; Wilderness area; Archaeology; Political science; Ecology; Engineering; Law","score_opus":0.019983780787967555,"score_gpt":0.2116911885206867,"score_spread":0.19170740773271913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889425488","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04188959,0.01939947,0.0012564872,0.10338029,0.020138593,0.00045216308,0.110749125,0.0009001955,0.701834],"genre_scores_gemma":[0.040085834,0.012710981,0.001503099,0.0058804723,0.0014032366,0.00039903892,0.043498002,0.00031707843,0.8942023],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898,0.00006429079,0.0000358314,0.00008606464,0.000558432,0.00027542497],"domain_scores_gemma":[0.9984725,0.000047226244,0.00005574246,0.00005316731,0.0007406142,0.0006308439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096689246,0.00043708915,0.00014791235,0.0017228051,0.0016876165,0.004259177,0.0007490816,0.0013573044,0.06782449],"category_scores_gemma":[0.0015757686,0.00023563224,0.00035432755,0.0020422798,0.0003519467,0.00190797,0.0025019727,0.0014200676,0.021880247],"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":[0.00004110058,0.000046057034,0.004843322,0.00010060548,0.000004227372,0.0001770323,0.00033694698,0.000071183735,0.000103134684,0.0037067793,0.9573797,0.03318991],"study_design_scores_gemma":[0.0000033021736,0.000009915674,0.0033880267,0.00005019509,0.0000021462604,0.00003843907,0.00061975606,0.000012654615,0.00008383295,0.00014048754,0.99564654,0.000004712373],"about_ca_topic_score_codex":0.12261507,"about_ca_topic_score_gemma":0.18009661,"teacher_disagreement_score":0.12261507,"about_ca_system_score_codex":0.0037676822,"about_ca_system_score_gemma":0.01740503,"threshold_uncertainty_score":0.24380273},"labels":[],"label_agreement":null},{"id":"W4312421561","doi":"10.1386/des_00014_1","title":"Drawing architecture","year":2022,"lang":"en","type":"article","venue":"Design Ecologies","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":1,"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":"Exhibition; Architecture; Agency (philosophy); Action (physics); Visual arts; Architectural drawing; Art history; Art; Sociology; Social science","score_opus":0.055372458077758244,"score_gpt":0.2114341566212114,"score_spread":0.15606169854345314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312421561","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001798902,0.002795992,0.05355719,0.010243395,0.0030020885,0.00009591614,0.0004191435,0.0026332894,0.92545396],"genre_scores_gemma":[0.09326792,0.006971491,0.07467302,0.0048995796,0.0010369952,0.00023729747,0.0017571632,0.0029751512,0.8141815],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9981142,0.0006853794,0.00007874631,0.00032921354,0.0006211357,0.00017131575],"domain_scores_gemma":[0.9987029,0.00023625352,0.000045222023,0.00046277637,0.00033645774,0.00021639458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018467966,0.0011767979,0.00039307072,0.0018382041,0.003472177,0.010050002,0.0017359186,0.0023289,0.18530749],"category_scores_gemma":[0.0057654157,0.00052354333,0.000831573,0.0016073289,0.004366178,0.007562139,0.0053840266,0.0029775186,0.05892602],"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":[0.000020537867,0.000014348138,0.00031981032,0.00017482978,0.000011141567,0.00012117521,0.0028715057,0.0011783895,0.0006715621,0.55150586,0.29684153,0.14626935],"study_design_scores_gemma":[0.0000020322623,0.0000043483947,0.000084069965,0.000067124936,0.0000020512762,0.000054173226,0.0004555215,0.00021248808,0.00010210128,0.023532141,0.9754782,0.000005792778],"about_ca_topic_score_codex":0.0047222963,"about_ca_topic_score_gemma":0.0117083555,"teacher_disagreement_score":0.18530749,"about_ca_system_score_codex":0.0031575297,"about_ca_system_score_gemma":0.0022580836,"threshold_uncertainty_score":0.6199153},"labels":[],"label_agreement":null}]}