{"meta":{"query_hash":"82a819a40f37","filters":{"venue":"Media+Environment"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/82a819a40f37","api":"https://metacan.xera.ac/api/v1/cohort?venue=Media%2BEnvironment"},"results":[{"id":"W3093454039","doi":"10.1525/001c.17242","title":"Streaming Media’s Environmental Impact","year":2020,"lang":"en","type":"article","venue":"Media+Environment","topic":"Green IT and Sustainability","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Carbon footprint; Movie theater; Ecological footprint; Greenhouse gas; Digital media; Social media; Media studies; Computer science; Sociology; Political science; History; World Wide Web; Sustainable development; Law","score_opus":0.007560770048159734,"score_gpt":0.17145556474628637,"score_spread":0.16389479469812665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093454039","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":[0.99583095,0.0007712537,0.0015519848,0.00029719365,0.00015896336,0.00025435287,0.00008725883,0.000216251,0.00083181536],"genre_scores_gemma":[0.99878085,0.00026830783,0.00037791894,0.0000837076,0.00030528507,0.000026417578,0.00008586899,0.000054323773,0.000017304417],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99851876,0.0000324478,0.00027252335,0.00031460676,0.00039574172,0.00046593277],"domain_scores_gemma":[0.99913394,0.000081460494,0.000026996962,0.00030913757,0.0000013634636,0.00044710882],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010480569,0.00028832845,0.00026201727,0.0000365883,0.000052223215,0.000020229341,0.0002064462,0.00010072752,0.002744226],"category_scores_gemma":[0.000032020223,0.0002694577,0.00013947581,0.00004781298,0.000104157036,0.0001244744,0.00010275731,0.00025308944,0.000782764],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015578208,0.0006611609,0.37176883,0.0004191351,0.0005916681,0.00066082325,0.050115086,0.16966683,0.044736758,0.00011296546,0.011171585,0.34993938],"study_design_scores_gemma":[0.002749333,0.00043662437,0.81097794,0.000025777956,0.00019060538,0.000020909072,0.0063273516,0.075527065,0.011846702,0.000820203,0.08893023,0.002147245],"about_ca_topic_score_codex":0.000009264723,"about_ca_topic_score_gemma":0.0000016344736,"teacher_disagreement_score":0.43920913,"about_ca_system_score_codex":0.0004526496,"about_ca_system_score_gemma":0.000010442139,"threshold_uncertainty_score":0.99999523},"labels":[],"label_agreement":null},{"id":"W3134202165","doi":"10.1525/001c.19057","title":"Mapping (as) Resistance: Decolonizing↔Indigenizing Journalistic Cartography","year":2021,"lang":"en","type":"article","venue":"Media+Environment","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of California, Santa Barbara; Fulbright Canada","keywords":"Indigenous; Resistance (ecology); Narrative; Geography; Colonialism; Relation (database); Environmental ethics; Sociology; Archaeology; Ecology; Art","score_opus":0.03764357708081052,"score_gpt":0.3161604311496473,"score_spread":0.2785168540688368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134202165","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":[0.8979615,0.012075987,0.0012258835,0.0057788277,0.0038876093,0.0013072176,0.00005686553,0.00014046597,0.07756566],"genre_scores_gemma":[0.97090685,0.009160957,0.004079198,0.0047128615,0.001661829,0.0005165186,0.00009174959,0.00010247579,0.00876754],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99630725,0.0004383754,0.0007057089,0.0004868427,0.0004159437,0.0016458814],"domain_scores_gemma":[0.9983474,0.0005691027,0.0002772724,0.00046439352,0.00008046313,0.00026138718],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009220845,0.0002528349,0.00046507132,0.00013570495,0.005247555,0.000015035682,0.00020412447,0.000246774,0.00552983],"category_scores_gemma":[0.00026227764,0.00024697883,0.00015975954,0.00021407125,0.00011450749,0.000058481994,0.0003923924,0.0007995014,0.0024370677],"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":[0.00016296771,0.000644076,0.39613,0.00084370864,0.00082671666,0.0026722965,0.5508507,0.00013899567,0.0024821276,0.004788681,0.036540326,0.003919434],"study_design_scores_gemma":[0.0009827637,0.000053882664,0.051498406,0.00013922623,0.00006790155,0.000017766819,0.10543164,0.0000065304725,0.000118289354,0.00197919,0.8393217,0.00038275126],"about_ca_topic_score_codex":0.00018543526,"about_ca_topic_score_gemma":0.0043235715,"teacher_disagreement_score":0.80278134,"about_ca_system_score_codex":0.000840364,"about_ca_system_score_gemma":0.00037052023,"threshold_uncertainty_score":0.9999983},"labels":[],"label_agreement":null},{"id":"W3162919182","doi":"10.1525/001c.23515","title":"Etherealization in a Racial Regime of Ownership: Marconi in O‘ahu, circa 1900","year":2021,"lang":"en","type":"article","venue":"Media+Environment","topic":"Asian American and Pacific Histories","field":"Social Sciences","cited_by":1,"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":"Social Sciences and Humanities Research Council of Canada; University of California, Santa Barbara","keywords":"Colonialism; Indigenous; Vision; White (mutation); Tinker; Sociology; History; Anthropology; Archaeology; Ecology","score_opus":0.016197364837187433,"score_gpt":0.24810207357761668,"score_spread":0.23190470874042926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162919182","genre_codex":"other","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":[0.13504271,0.003783236,0.0015644493,0.004568703,0.0010366336,0.000737489,0.000045706307,0.000058026017,0.85316306],"genre_scores_gemma":[0.99571383,0.0013518392,0.00032671273,0.000095723844,0.00012619031,0.000018452542,0.000021836446,0.000010302205,0.0023351405],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985522,0.00037151616,0.0002450447,0.00021406694,0.00038471443,0.00023244237],"domain_scores_gemma":[0.9995401,0.000105428706,0.00009938835,0.00016808901,0.0000074330665,0.00007958274],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00047884512,0.00008281491,0.00019770727,0.00007868918,0.000055591994,0.000008075308,0.00011202743,0.000089625704,0.00170688],"category_scores_gemma":[0.00017153201,0.00008822988,0.00003888283,0.00027129715,0.00046302966,0.00006693418,0.000027516604,0.0001126131,0.00006426266],"study_design_candidate":"qualitative","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":[0.00007170226,0.00043918367,0.044684257,0.000039701492,0.000015624817,0.00017406084,0.87460095,0.0001952064,0.0009490162,0.012315201,0.000782394,0.0657327],"study_design_scores_gemma":[0.001178178,0.00007020405,0.03001149,0.00010747334,0.000018931634,0.0000018139735,0.21566162,0.000057414243,0.0009458984,0.0031309235,0.74834466,0.0004714015],"about_ca_topic_score_codex":0.0011500367,"about_ca_topic_score_gemma":0.0040392913,"teacher_disagreement_score":0.8606711,"about_ca_system_score_codex":0.00038466143,"about_ca_system_score_gemma":0.00017630507,"threshold_uncertainty_score":0.9992057},"labels":[],"label_agreement":null},{"id":"W4289516862","doi":"10.1525/001c.35471","title":"Animal Oil, Animal Blood: Energy, Metabolism, and Protecting the Seal Hunt in the North American Arctic as an Act of Colonial Resistance","year":2022,"lang":"en","type":"article","venue":"Media+Environment","topic":"Indigenous Studies and Ecology","field":"Health Professions","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":"University of California, Santa Barbara","keywords":"Subsistence agriculture; Cognitive reframing; Narrative; Arctic; Energy (signal processing); Resistance (ecology); Colonialism; Seal (emblem); Government (linguistics); Political science; Environmental ethics; Law; Political economy; Sociology; History; Ecology; Archaeology; Agriculture; Psychology; Social psychology","score_opus":0.01779305911317767,"score_gpt":0.2861576373113941,"score_spread":0.2683645781982164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289516862","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":[0.99356925,0.0006149824,0.0000012285152,0.0046396498,0.00011912458,0.0006271647,0.00004161967,0.000011143631,0.00037584023],"genre_scores_gemma":[0.99614114,0.00081751775,0.00008249763,0.0011733095,0.00026683707,0.0014004402,0.000011806625,0.000023155157,0.00008328997],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99590504,0.0021180569,0.0004303439,0.00033730303,0.00042071988,0.00078852783],"domain_scores_gemma":[0.9985133,0.00071575644,0.0003511394,0.00033666965,0.000014358296,0.00006881136],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019666469,0.00017002928,0.000351117,0.000050994026,0.004260617,0.000006001562,0.00033235416,0.00004117071,0.00023355609],"category_scores_gemma":[0.000115025534,0.000112874885,0.000043379485,0.00018140102,0.00032994847,0.0000399504,0.000532538,0.0009804231,0.0000069569815],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002090635,0.0011580766,0.4817753,0.00016832708,0.00019076107,0.00012015228,0.5078002,0.00015987229,0.0006921263,0.003066422,0.00028636024,0.0024917317],"study_design_scores_gemma":[0.00078343967,0.0011962183,0.8510133,0.0000074199174,0.000090992435,0.0000088672205,0.09869652,0.000030116247,0.00002119597,0.000061369516,0.047928877,0.00016169617],"about_ca_topic_score_codex":0.009434288,"about_ca_topic_score_gemma":0.09594824,"teacher_disagreement_score":0.4091037,"about_ca_system_score_codex":0.00024998016,"about_ca_system_score_gemma":0.00015161482,"threshold_uncertainty_score":0.997162},"labels":[],"label_agreement":null},{"id":"W4295832487","doi":"10.1525/001c.37273","title":"“You Will Say, ‘Wow’”: Cinematic Glamping and Ecomasculine Crisis in (and around) <i>The Revenant</i>","year":2022,"lang":"en","type":"article","venue":"Media+Environment","topic":"Climate Change Communication and Perception","field":"Social Sciences","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":"Narrative; Film director; Tribute; Wilderness; Adventure; Drama; Frontier; Power (physics); Beauty; Studio; Aesthetics; Art; Media studies; Face (sociological concept); History; Sociology; Art history; Literature; Visual arts; Political science; Movie theater; Law; Social science; Ecology","score_opus":0.1408529675510577,"score_gpt":0.336321076477225,"score_spread":0.19546810892616728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295832487","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":[0.9031632,0.002701051,0.00005966079,0.0907172,0.00017555463,0.00055006315,0.000016716478,0.000028758395,0.0025878213],"genre_scores_gemma":[0.9652248,0.032257915,0.00017393609,0.0016774394,0.00012494164,0.00014079497,0.000026897642,0.000011311018,0.00036198858],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865365,0.0004536108,0.00020392683,0.00018168773,0.00032018975,0.00018695797],"domain_scores_gemma":[0.9993731,0.00021083448,0.00007323734,0.000268742,0.0000031162404,0.00007099036],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014343656,0.00008436179,0.00013148409,0.000049484064,0.00068722793,0.00003645312,0.0001991842,0.000030676012,0.0013965364],"category_scores_gemma":[0.000055806966,0.00007167836,0.000027058966,0.00010118304,0.0001753953,0.0000907127,0.00029642138,0.00017943421,0.00001782204],"study_design_candidate":"qualitative","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":[0.000074158714,0.0007886031,0.06642351,0.00016518467,0.000051722054,0.000021452803,0.82636064,0.0005117277,0.0012431071,0.0049857,0.010006913,0.089367256],"study_design_scores_gemma":[0.0006812487,0.00005633272,0.03168122,0.000031174466,0.000026890693,0.0000070039277,0.19047493,0.0006632228,0.0000043174045,0.004344846,0.7717909,0.00023786866],"about_ca_topic_score_codex":0.0005657866,"about_ca_topic_score_gemma":0.0013429563,"teacher_disagreement_score":0.761784,"about_ca_system_score_codex":0.00018401003,"about_ca_system_score_gemma":0.000012336033,"threshold_uncertainty_score":0.9995163},"labels":[],"label_agreement":null},{"id":"W4406320955","doi":"10.1525/001c.89898","title":"Calculating and Mitigating Our Streaming Carbon Footprint (Chinese Translation)","year":2024,"lang":"en","type":"article","venue":"Media+Environment","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Carbon footprint; Footprint; Translation (biology); Computer science; Environmental science; Geography; Geology; Greenhouse gas; Archaeology","score_opus":0.00993264560555775,"score_gpt":0.2404971652241118,"score_spread":0.23056451961855404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406320955","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":[0.9938052,0.00068295625,0.00042878356,0.00059910613,0.00012781506,0.00035203894,0.000007695006,0.00009385802,0.0039025147],"genre_scores_gemma":[0.9961798,0.000100241115,0.0032916956,0.000045434714,0.00011262036,0.000041503423,0.0000144277155,0.000041576754,0.00017270118],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997961,0.00008764751,0.0003570585,0.0006198671,0.0005114391,0.00046301808],"domain_scores_gemma":[0.9992634,0.00011994259,0.000048747508,0.0003020531,8.5723855e-7,0.00026502323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043738834,0.00030531094,0.000218943,0.000044235632,0.000160051,0.000078591744,0.00012745392,0.00009988043,0.0003624865],"category_scores_gemma":[0.000045320823,0.00026260235,0.0000898478,0.000114951996,0.00019489249,0.00014923175,0.00025273114,0.0002773086,0.00009965825],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012406376,0.000120006895,0.591073,0.000110927525,0.000036523394,0.00010138284,0.0076115658,0.005241509,0.027866106,0.000049480084,0.000008062034,0.3677691],"study_design_scores_gemma":[0.0006093752,0.00014228158,0.92550194,0.000091450755,0.00009238012,0.000048226506,0.004493234,0.058233667,0.0028064013,0.0030469107,0.0040678903,0.00086624123],"about_ca_topic_score_codex":0.00033783322,"about_ca_topic_score_gemma":0.000054014727,"teacher_disagreement_score":0.36690283,"about_ca_system_score_codex":0.00055545336,"about_ca_system_score_gemma":0.0000072488374,"threshold_uncertainty_score":0.9999826},"labels":[],"label_agreement":null},{"id":"W4417247595","doi":"10.1525/001c.146650","title":"From Cybernetics to Cloud Forests: Media Architectures of Ambient Modernity in the Tropics","year":2025,"lang":"en","type":"article","venue":"Media+Environment","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Modernity; Cybernetics; Realm; Architecture; New media; Premise; Earth system science; Anthropocene","score_opus":0.010353657967822711,"score_gpt":0.24057570755392255,"score_spread":0.23022204958609985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417247595","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":[0.9913214,0.00021880966,0.0009582339,0.0044674617,0.00042257,0.00033155363,0.00007295078,0.000009299293,0.0021977073],"genre_scores_gemma":[0.9978303,0.00020326703,0.0006261841,0.00077347085,0.00041241152,0.00002956997,0.000010040626,0.000006213731,0.000108541506],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9984021,0.0001815795,0.00026093103,0.00022305059,0.00065241277,0.00027988557],"domain_scores_gemma":[0.9992735,0.00023959763,0.00007544066,0.0003300365,0.0000070712936,0.00007439776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002848497,0.00012327735,0.00018484349,0.000051809544,0.00008817478,0.0000234024,0.00055087317,0.00009591671,0.00018694074],"category_scores_gemma":[0.00018163711,0.00008717187,0.000059043065,0.00012429884,0.00027499214,0.000026703676,0.00011809928,0.00020534058,0.000018040235],"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":[0.00019223319,0.0005174508,0.17212082,0.000033589098,0.00007942072,0.000028536017,0.7196519,0.01845792,0.0008970798,0.017613064,0.015389623,0.055018395],"study_design_scores_gemma":[0.00044539297,0.00004860301,0.75449663,0.000053485695,0.000031398115,1.2697424e-7,0.010058212,0.000099674566,0.0021415146,0.08838651,0.14406066,0.00017778768],"about_ca_topic_score_codex":0.004504762,"about_ca_topic_score_gemma":0.008496961,"teacher_disagreement_score":0.70959365,"about_ca_system_score_codex":0.0001531802,"about_ca_system_score_gemma":0.000050349372,"threshold_uncertainty_score":0.68098825},"labels":[],"label_agreement":null}]}