{"meta":{"query_hash":"431b92a6e0d8","filters":{"venue":"Palgrave studies in media and environmental communication"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"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/431b92a6e0d8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Palgrave+studies+in+media+and+environmental+communication"},"results":[{"id":"W2560765686","doi":"10.1007/978-3-319-40433-2_3","title":"Tarred and Feathered","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","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":"Royal Roads University","funders":"","keywords":"Summit; Presentation (obstetrics); Visual arts; Scholarship; The arts; Media studies; Stewardship (theology); Dramaturgy; Sociology; Political science; Art; Geography; Cartography; Law","score_opus":0.07408687973850493,"score_gpt":0.2560087690176028,"score_spread":0.18192188927909786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560765686","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":[0.0017087297,0.024792826,0.0020510417,0.031278245,0.0072981208,0.00001658155,0.00010539779,0.00010464063,0.9326444],"genre_scores_gemma":[0.022883596,0.0045390846,0.0005239476,0.0041312445,0.00063258904,0.0000150120495,0.000041446478,0.00011811924,0.9671149],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993581,0.00019482354,0.0000149838,0.00014811939,0.00020002136,0.00008395861],"domain_scores_gemma":[0.9995425,0.00013990018,0.000023425533,0.000077014156,0.00015145382,0.00006575049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000784777,0.00060812983,0.000377481,0.0014514026,0.004675425,0.0055910624,0.00066916295,0.0022157065,0.069023095],"category_scores_gemma":[0.0027480482,0.00027911805,0.0002149117,0.0010975155,0.005453313,0.00491542,0.0025695392,0.003043944,0.021040019],"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":[0.000017283304,0.000013734399,0.00010615009,0.000053921267,0.0000018201378,0.000059243972,0.0037546435,0.000052198327,0.00009690484,0.6041996,0.3396042,0.05204029],"study_design_scores_gemma":[0.0000013206164,0.000002722769,0.00005380757,0.00008152813,7.532156e-7,0.00003871897,0.0007733591,0.000018088693,0.000043552845,0.02053322,0.97845066,0.0000023712025],"about_ca_topic_score_codex":0.007972675,"about_ca_topic_score_gemma":0.018996561,"teacher_disagreement_score":0.069023095,"about_ca_system_score_codex":0.0027460756,"about_ca_system_score_gemma":0.002054289,"threshold_uncertainty_score":0.2309053},"labels":[],"label_agreement":null},{"id":"W2769873327","doi":"10.1007/978-3-319-57876-7_14","title":"Journalism, Climate Communication and Media Alternatives","year":2017,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":5,"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":"Cognitive reframing; Journalism; Scholarship; Scope (computer science); Political science; Climate change; Public relations; Order (exchange); Politics; News media; Technical Journalism; Sociology; Environmental ethics; Business; Computer science; Psychology; Social psychology; Ecology; Law","score_opus":0.3670312887757454,"score_gpt":0.43055725622275215,"score_spread":0.06352596744700673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769873327","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":[0.0123641,0.019166036,0.0017745635,0.029065808,0.00097212003,0.000011748503,0.000038140806,0.000016641141,0.93659085],"genre_scores_gemma":[0.843983,0.018385714,0.0012098417,0.004354091,0.0049884324,0.00008235408,0.000072566065,0.00007385454,0.1268501],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99799514,0.0011901279,0.00005084413,0.00015862954,0.00039012017,0.00021524048],"domain_scores_gemma":[0.99563885,0.0034691503,0.00022693576,0.00023933242,0.00017778213,0.0002478786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002561073,0.00036984764,0.0002619909,0.0016929078,0.002574201,0.01205947,0.00080506847,0.0039039017,0.018829146],"category_scores_gemma":[0.0075818147,0.0002633141,0.00020705859,0.0030367146,0.015546063,0.009877989,0.002533249,0.003356502,0.0012091836],"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":[0.000016734402,0.000016722503,0.00007584982,0.00004228048,0.0000019945817,0.000031430256,0.0017231946,0.000111357695,0.000058644124,0.98289526,0.006370156,0.008656376],"study_design_scores_gemma":[0.000014209816,0.0000126907935,0.0005097736,0.0001396815,0.0000032641274,0.00007259772,0.0028244979,0.00019047187,0.000086966436,0.862506,0.13363096,0.0000089289615],"about_ca_topic_score_codex":0.0020912874,"about_ca_topic_score_gemma":0.0026664892,"teacher_disagreement_score":0.018829146,"about_ca_system_score_codex":0.0023935612,"about_ca_system_score_gemma":0.0017416012,"threshold_uncertainty_score":0.06298971},"labels":[],"label_agreement":null},{"id":"W3005387516","doi":"10.1007/978-3-030-32508-4_7","title":"The Geo-Doc: A Locative Approach to Remediating the Genre","year":2020,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Digital Games and Media","field":"Social Sciences","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":"York University","funders":"","keywords":"Affordance; Narrative; Space (punctuation); Geography; Computer science; Human–computer interaction; Literature; Art","score_opus":0.06431964254908393,"score_gpt":0.29674056146073413,"score_spread":0.2324209189116502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005387516","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":[0.009181018,0.0021619257,0.13933027,0.013416393,0.0024662844,0.00027175166,0.00043965853,0.0014986686,0.831234],"genre_scores_gemma":[0.29056987,0.0031883758,0.15958504,0.0031717625,0.0012706586,0.0006674613,0.0008576304,0.0028473854,0.5378418],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99695504,0.001607729,0.00013037708,0.00029386085,0.0007889357,0.00022410102],"domain_scores_gemma":[0.99653697,0.0014079271,0.00022701922,0.0007968034,0.0008334166,0.00019785036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029634559,0.0011995302,0.00064537453,0.0077802497,0.00807894,0.012392227,0.0040468937,0.0031295547,0.033646833],"category_scores_gemma":[0.009842441,0.00038456824,0.0005831559,0.0051238015,0.018072441,0.01470371,0.007935775,0.003796466,0.0067471527],"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":[0.000013756731,0.000033026656,0.0005382256,0.00015415839,0.000004643337,0.00016531938,0.027662046,0.00017261332,0.0004738637,0.8356563,0.039392702,0.09573331],"study_design_scores_gemma":[0.000008215949,0.000031463995,0.0007176083,0.00045214512,0.00001641657,0.0003799938,0.03930308,0.00089639303,0.0012800538,0.14034906,0.8165314,0.00003408148],"about_ca_topic_score_codex":0.009637133,"about_ca_topic_score_gemma":0.023187218,"teacher_disagreement_score":0.033646833,"about_ca_system_score_codex":0.003268945,"about_ca_system_score_gemma":0.0056154416,"threshold_uncertainty_score":0.112559855},"labels":[],"label_agreement":null},{"id":"W4293067430","doi":"10.1007/978-3-030-98120-4_10","title":"The Carbon Footprint of Streaming Media: Problems, Calculations, Solutions","year":2022,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":26,"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; Computer science; Environmental science; Geology; Paleontology; Oceanography; Greenhouse gas","score_opus":0.052295746729833406,"score_gpt":0.2440327500165247,"score_spread":0.1917370032866913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293067430","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":[0.056674603,0.2098888,0.24002068,0.113244995,0.005015592,0.00021573728,0.0045074387,0.0010555704,0.36937654],"genre_scores_gemma":[0.6136696,0.18486135,0.09656444,0.0033279022,0.0031948467,0.00028626024,0.0012851238,0.00073014316,0.09608035],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995388,0.0001280014,0.00001629262,0.0000584975,0.00020077903,0.000057594534],"domain_scores_gemma":[0.99808264,0.0012892352,0.000064663895,0.00011403885,0.0003858282,0.00006369526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009649714,0.0013449833,0.0008871061,0.0018706421,0.00082327,0.0039862436,0.0017246421,0.0027593656,0.0105067445],"category_scores_gemma":[0.00392049,0.0005599807,0.00050481065,0.0056993077,0.00275071,0.006593556,0.0009503098,0.0028458366,0.0010983642],"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":[0.000027653015,0.0000835592,0.0009892189,0.00039788627,0.000025279362,0.00012919115,0.00013265968,0.035711024,0.0005404744,0.83538425,0.040439516,0.086139366],"study_design_scores_gemma":[0.000004405438,0.000017170521,0.0007703114,0.00023897238,0.000014201507,0.00014572634,0.0004924379,0.046518866,0.0007003529,0.91253614,0.03852357,0.000037838483],"about_ca_topic_score_codex":0.021495376,"about_ca_topic_score_gemma":0.027915847,"teacher_disagreement_score":0.021495376,"about_ca_system_score_codex":0.004407591,"about_ca_system_score_gemma":0.0022531857,"threshold_uncertainty_score":0.042740524},"labels":[],"label_agreement":null},{"id":"W4313445391","doi":"10.1007/978-3-031-14298-7_7","title":"Lights! Camera! Action! The Use of Film by Youth and the UNFCCC","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Sustainability and Climate Change Governance","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":"York University","funders":"","keywords":"Acknowledgement; Political science; Citizen journalism; Action (physics); Youth engagement; Legislation; Public administration; Public relations; Law; Computer security; Computer science","score_opus":0.11048218616022092,"score_gpt":0.27110099751416084,"score_spread":0.1606188113539399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313445391","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":[0.009243647,0.010088536,0.0003231999,0.022055887,0.0010591218,0.000020003734,0.00029152114,0.000048763064,0.9568694],"genre_scores_gemma":[0.4674712,0.018506858,0.0007349612,0.008137448,0.0014419967,0.00011688581,0.00025481207,0.00028756374,0.50304824],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9992648,0.00034929154,0.000014237855,0.00004698414,0.00014842172,0.0001762365],"domain_scores_gemma":[0.9990012,0.0007305022,0.00007097104,0.000050852643,0.00007287202,0.00007361425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008939085,0.0003444269,0.00013495261,0.0010022961,0.003778871,0.005894999,0.00038287032,0.0019460226,0.03686961],"category_scores_gemma":[0.0031991224,0.00022170601,0.00016132215,0.0020533723,0.0036511438,0.004447746,0.0016597993,0.0022285625,0.0016397833],"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":[0.000040980663,0.00003084004,0.00074952096,0.00020951167,0.00000897325,0.00025972212,0.046525415,0.00013265407,0.0004929228,0.37640616,0.50297314,0.07217016],"study_design_scores_gemma":[0.00000430541,0.000006302446,0.0017698039,0.0002875405,0.0000040483405,0.000066652436,0.011683642,0.00005110844,0.00021142726,0.0054969657,0.9804081,0.000010172616],"about_ca_topic_score_codex":0.049446244,"about_ca_topic_score_gemma":0.07935587,"teacher_disagreement_score":0.049446244,"about_ca_system_score_codex":0.0032281962,"about_ca_system_score_gemma":0.0012020945,"threshold_uncertainty_score":0.12334114},"labels":[],"label_agreement":null},{"id":"W4313445508","doi":"10.1007/978-3-031-14298-7_1","title":"Disruptive Voices","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Science, Technology, and Education in Latin America","field":"Social Sciences","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":"York University","funders":"","keywords":"Status quo; Political science; Globalization; Public relations; Social change; Sociology; Law","score_opus":0.07666131437735049,"score_gpt":0.3592726893338077,"score_spread":0.28261137495645716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313445508","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":[0.005176344,0.005376013,0.0015452058,0.014375643,0.0021685313,0.000020464482,0.000062674546,0.00006913756,0.97120595],"genre_scores_gemma":[0.28688437,0.0068870042,0.0012516268,0.013907014,0.002596788,0.00011092607,0.00017700883,0.00020539787,0.68797976],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99780256,0.00076645066,0.000052777123,0.00031349028,0.00055723847,0.00050738786],"domain_scores_gemma":[0.99868315,0.00043926257,0.00012722556,0.0002583927,0.00024032695,0.0002515216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014968507,0.0006476235,0.00031806505,0.0011896674,0.0065744687,0.010684369,0.0010378645,0.0029644237,0.023870578],"category_scores_gemma":[0.0042093154,0.00022439925,0.0003139066,0.0012174514,0.008776632,0.006599243,0.006952471,0.0049692215,0.0065757246],"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":[0.000018986804,0.0000171779,0.00031584268,0.000044185486,0.0000031986801,0.000254308,0.01978964,0.000040926203,0.00023618162,0.88432914,0.06517563,0.029774865],"study_design_scores_gemma":[0.0000030071617,0.000009168977,0.00027673144,0.00009946564,0.0000024654325,0.00025723386,0.010303553,0.000026908136,0.00014168203,0.06643332,0.9224405,0.000005809295],"about_ca_topic_score_codex":0.0041582375,"about_ca_topic_score_gemma":0.0077786706,"teacher_disagreement_score":0.023870578,"about_ca_system_score_codex":0.003132877,"about_ca_system_score_gemma":0.0021486855,"threshold_uncertainty_score":0.079855084},"labels":[],"label_agreement":null},{"id":"W4313445518","doi":"10.1007/978-3-031-14298-7_5","title":"The Direct Approach: A Participatory Framework for Meaningful Youth Engagement with UN Policymakers","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Climate Change Communication and Perception","field":"Social Sciences","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":"York University","funders":"","keywords":"Status quo; Citizen journalism; Political science; Youth engagement; Youth participation; Climate change; Public relations; Sociology; Ecology","score_opus":0.600659699393923,"score_gpt":0.43066131254157786,"score_spread":0.1699983868523452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313445518","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":[0.019871393,0.0019320705,0.20957606,0.05309612,0.0010012191,0.002059991,0.00022778362,0.0002749498,0.71196043],"genre_scores_gemma":[0.77549404,0.0011593286,0.1016227,0.006344602,0.00025585186,0.008234925,0.00012609952,0.00028938017,0.10647311],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9571323,0.036894936,0.0004349223,0.001391997,0.0023198312,0.0018260045],"domain_scores_gemma":[0.9818334,0.013961912,0.00054308586,0.0013017446,0.0009738898,0.0013859232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.038241167,0.0010163278,0.000647236,0.0021124843,0.01472622,0.017489528,0.003657816,0.0064143944,0.0140229175],"category_scores_gemma":[0.029192688,0.00091749703,0.0007007175,0.0018345446,0.03195552,0.013594282,0.018893458,0.008125089,0.0014128892],"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":[0.000011409368,0.00006630367,0.00039106281,0.00010411115,0.0000071953796,0.00016125881,0.08895608,0.00020878155,0.00020431267,0.881365,0.008139641,0.020384898],"study_design_scores_gemma":[0.000035201556,0.00005139405,0.00044738973,0.00043102505,0.000014546908,0.00015311434,0.08473318,0.0007995274,0.0007595755,0.6241212,0.28842905,0.000024828],"about_ca_topic_score_codex":0.0070182863,"about_ca_topic_score_gemma":0.014456355,"teacher_disagreement_score":0.038241167,"about_ca_system_score_codex":0.010528038,"about_ca_system_score_gemma":0.020370228,"threshold_uncertainty_score":0.202241},"labels":[],"label_agreement":null},{"id":"W4313445541","doi":"10.1007/978-3-031-14298-7_2","title":"An Inconvenient Youth","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Youth Development and Social Support","field":"Social Sciences","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":"York University","funders":"","keywords":"Computer science","score_opus":0.0953676611293073,"score_gpt":0.325820037989048,"score_spread":0.23045237685974074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313445541","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":[0.057713296,0.005609845,0.0020002993,0.06187921,0.0044231876,0.00008227736,0.00022122456,0.00023110119,0.86783963],"genre_scores_gemma":[0.29948175,0.0030358816,0.001274678,0.016184013,0.00050829817,0.00006747459,0.00012161236,0.00017085053,0.6791554],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9988319,0.00032659856,0.000028282477,0.00019935402,0.00024682758,0.0003670005],"domain_scores_gemma":[0.99933344,0.00008346191,0.000060537874,0.000067677756,0.00018457524,0.00027030156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012860678,0.0004671964,0.00046809507,0.00060456706,0.009115089,0.004481706,0.0007615101,0.0019892456,0.016345102],"category_scores_gemma":[0.0025521782,0.00022459189,0.00024870507,0.0005304572,0.006115143,0.0039128102,0.0050434563,0.004575445,0.0043609426],"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":[0.00005459536,0.00010306277,0.0033180304,0.00009137353,0.000009673005,0.0022319644,0.0912337,0.00003487983,0.00075728894,0.5547596,0.2605806,0.08682526],"study_design_scores_gemma":[0.00000487772,0.00003722579,0.0008893377,0.000105653824,0.000006192972,0.0011826693,0.026701171,0.000023435196,0.00022236856,0.014011102,0.95680785,0.000008121014],"about_ca_topic_score_codex":0.009268784,"about_ca_topic_score_gemma":0.017397504,"teacher_disagreement_score":0.016345102,"about_ca_system_score_codex":0.001571859,"about_ca_system_score_gemma":0.002458275,"threshold_uncertainty_score":0.05467987},"labels":[],"label_agreement":null},{"id":"W4313445648","doi":"10.1007/978-3-031-14298-7_3","title":"Opening the Door to Negotiation","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Political Conflict and Governance","field":"Social Sciences","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":"York University","funders":"","keywords":"Negotiation; Political science; Law","score_opus":0.08494932281462311,"score_gpt":0.33876276481605383,"score_spread":0.25381344200143074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313445648","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":[0.0020052097,0.0053579663,0.006740392,0.025165524,0.00074493594,0.000019005884,0.000028538832,0.000039983574,0.9598984],"genre_scores_gemma":[0.48274353,0.0050849183,0.004341645,0.012943577,0.0012205923,0.00023538449,0.00009000181,0.0002366894,0.4931035],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99634874,0.002102542,0.000056035682,0.00044141477,0.0006386846,0.0004125093],"domain_scores_gemma":[0.9980515,0.0011284963,0.00008698113,0.00032677938,0.00016446596,0.00024181089],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033943227,0.00055033824,0.000575382,0.00088276906,0.0059382706,0.013335352,0.0014354836,0.0053556296,0.03171483],"category_scores_gemma":[0.008220594,0.0004257632,0.0003848853,0.0011039323,0.030406466,0.015566166,0.0074646026,0.008642666,0.005793382],"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":[0.0000026714745,0.0000033918202,0.0000147865185,0.0000069558073,5.469909e-7,0.000009922722,0.0009779641,0.00003212464,0.00001567025,0.9901507,0.006226405,0.0025588514],"study_design_scores_gemma":[0.0000044215117,0.0000039301444,0.000046904253,0.00008027904,9.94227e-7,0.000021203918,0.0016609919,0.0001268252,0.000048092537,0.78760564,0.21039672,0.000004091992],"about_ca_topic_score_codex":0.0029721346,"about_ca_topic_score_gemma":0.003507118,"teacher_disagreement_score":0.03171483,"about_ca_system_score_codex":0.004262068,"about_ca_system_score_gemma":0.003992185,"threshold_uncertainty_score":0.106096685},"labels":[],"label_agreement":null},{"id":"W4313446017","doi":"10.1007/978-3-031-14298-7","title":"Speaking Youth to Power","year":2023,"lang":"en","type":"book","venue":"Palgrave studies in media and environmental communication","topic":"Human Rights and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Power (physics); Political science; Development economics; Economic growth; Economics; Physics","score_opus":0.07636425307428205,"score_gpt":0.3221213939186188,"score_spread":0.24575714084433678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313446017","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":[0.0046092104,0.004070344,0.00054548675,0.014628761,0.0026409405,0.00005084823,0.00006463409,0.0000743258,0.9733155],"genre_scores_gemma":[0.04409352,0.001631293,0.00021419386,0.0045610815,0.00038207026,0.00007337959,0.000038609443,0.00010920521,0.9488965],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99877936,0.0004211543,0.0000221969,0.00012404511,0.00020970627,0.0004435855],"domain_scores_gemma":[0.99947923,0.00009576175,0.000025645571,0.0000391268,0.00010577987,0.00025443634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013596539,0.00069587445,0.0004948572,0.0009548418,0.015802825,0.008666324,0.0009108733,0.0028300593,0.044094704],"category_scores_gemma":[0.0022780662,0.00032700424,0.00028942648,0.0010476022,0.0059206286,0.0052418993,0.0054795477,0.00574334,0.0139433285],"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":[0.000023458922,0.000068394766,0.000689494,0.000053600692,0.0000034275909,0.00039999213,0.089498416,0.000026482441,0.00013811117,0.3999212,0.44794717,0.061230235],"study_design_scores_gemma":[0.0000039383067,0.0000120940595,0.0004536462,0.000103401246,0.0000021029336,0.00010483144,0.025413115,0.000018927198,0.00007556517,0.009275823,0.9645322,0.0000043361347],"about_ca_topic_score_codex":0.025173329,"about_ca_topic_score_gemma":0.07316123,"teacher_disagreement_score":0.044094704,"about_ca_system_score_codex":0.0036150373,"about_ca_system_score_gemma":0.004239618,"threshold_uncertainty_score":0.14751148},"labels":[],"label_agreement":null},{"id":"W4313446172","doi":"10.1007/978-3-031-14298-7_6","title":"The Emerging Role of Youth at UN Climate Summits","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Political science; Power (physics); Work (physics); Process (computing); Public relations; Engineering; Computer science","score_opus":0.27082349566601277,"score_gpt":0.3775987367543261,"score_spread":0.10677524108831332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313446172","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":[0.51718557,0.013247904,0.0008408366,0.102038085,0.0026159843,0.000039816514,0.0006044346,0.0000870739,0.36334035],"genre_scores_gemma":[0.9708685,0.0032898488,0.00015103444,0.003231363,0.0003931492,0.000034333374,0.00008449462,0.00003618223,0.021911014],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99730515,0.0009308231,0.000040526418,0.00014250084,0.00031207732,0.0012688854],"domain_scores_gemma":[0.99502844,0.0015624826,0.00049904664,0.00008830203,0.0005644546,0.002257267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003828617,0.0002130309,0.0002454467,0.0014851297,0.0073843054,0.008505595,0.0008913637,0.0018902879,0.009869287],"category_scores_gemma":[0.006268931,0.00019342957,0.00021276438,0.0017279489,0.004220645,0.0040837834,0.0044047358,0.0032072878,0.00075882045],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012977986,0.0001880395,0.065176435,0.00018111336,0.000020984315,0.00092858745,0.5078508,0.000095108924,0.0007779514,0.17261353,0.10140736,0.15063028],"study_design_scores_gemma":[0.000009600973,0.00008433928,0.06471147,0.00078785734,0.00001885397,0.0002914041,0.41926858,0.00017181551,0.0004206645,0.011296377,0.50290835,0.000030700736],"about_ca_topic_score_codex":0.04323454,"about_ca_topic_score_gemma":0.08685042,"teacher_disagreement_score":0.04323454,"about_ca_system_score_codex":0.0027586361,"about_ca_system_score_gemma":0.0042465767,"threshold_uncertainty_score":0.08596575},"labels":[],"label_agreement":null},{"id":"W4313446174","doi":"10.1007/978-3-031-14298-7_4","title":"A Seat at the Table","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","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":"York University","funders":"","keywords":"Table (database); Computer science; Database","score_opus":0.08041395436711792,"score_gpt":0.3291961972903186,"score_spread":0.24878224292320072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313446174","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":[0.00043930218,0.0011447485,0.0007584017,0.022098092,0.027038129,0.00007704503,0.0002965082,0.00049569405,0.9476521],"genre_scores_gemma":[0.0006863789,0.00016095255,0.000102423444,0.0022999083,0.0006968316,0.000014349389,0.000054684948,0.00009678945,0.9958876],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927384,0.000096588934,0.000016704778,0.00012857458,0.00027356017,0.00021078963],"domain_scores_gemma":[0.99897265,0.000062776606,0.000016799098,0.00006134088,0.00029106057,0.00059541536],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006798497,0.00080797775,0.0007284998,0.0008685622,0.007834507,0.007434359,0.0014126027,0.004217402,0.71286005],"category_scores_gemma":[0.0023276252,0.0004847615,0.00069421483,0.0006254736,0.001227919,0.006223462,0.005217116,0.006484594,0.5908986],"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":[0.000010061824,0.000016757502,0.0000422089,0.0000125891,6.139326e-7,0.00002402515,0.00009575324,0.000009214748,0.00008252729,0.008299197,0.97314405,0.018263027],"study_design_scores_gemma":[0.0000021866126,0.0000063574894,0.00005713087,0.000019138855,4.0595583e-7,0.00001407407,0.00026152117,0.000008115045,0.000023153245,0.0011238665,0.9984816,0.0000025396548],"about_ca_topic_score_codex":0.0064992765,"about_ca_topic_score_gemma":0.01862382,"teacher_disagreement_score":0.71286005,"about_ca_system_score_codex":0.0015793405,"about_ca_system_score_gemma":0.0024863263,"threshold_uncertainty_score":0.40957028},"labels":[],"label_agreement":null},{"id":"W4367349101","doi":"10.1007/978-3-031-14298-7_8","title":"Correction to: A Seat at the Table","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","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":"York University","funders":"","keywords":"Pagination; Table (database); Table of contents; Computer science; Information retrieval; World Wide Web; Data mining","score_opus":0.07292930418993271,"score_gpt":0.2353338667419294,"score_spread":0.1624045625519967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367349101","genre_codex":"editorial","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":[0.00018606815,0.0012597184,0.0006390944,0.1317333,0.83004177,0.000045394296,0.006048174,0.00065624295,0.029390277],"genre_scores_gemma":[0.00965715,0.002762987,0.001905832,0.0836786,0.12921712,0.00020871761,0.004539415,0.0019000485,0.76613015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956772,0.00067937904,0.000540597,0.0006512856,0.0019469225,0.0005045617],"domain_scores_gemma":[0.9658797,0.0062923785,0.0015434402,0.0033012843,0.021634407,0.0013486822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028244322,0.0015834278,0.0015016848,0.0048466516,0.0043853754,0.005767086,0.0026089735,0.006101424,0.2198922],"category_scores_gemma":[0.055308595,0.00082199933,0.0011088,0.004424734,0.0024429928,0.004104837,0.0023553462,0.009559769,0.14519669],"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":[0.0000044674243,0.0000012808372,0.000019903688,0.000020732634,0.0000012577394,0.000019466072,0.00001460566,0.000008929521,0.0000056698896,0.00078583084,0.9975012,0.0016166638],"study_design_scores_gemma":[0.000012283746,0.0000037266468,0.00039661326,0.00015484392,0.000006237591,0.00006677026,0.00008671281,0.0000737918,0.00008657837,0.0014635747,0.99763227,0.000016596086],"about_ca_topic_score_codex":0.05974122,"about_ca_topic_score_gemma":0.06409748,"teacher_disagreement_score":0.2198922,"about_ca_system_score_codex":0.0060798847,"about_ca_system_score_gemma":0.0073655015,"threshold_uncertainty_score":0.7356127},"labels":[],"label_agreement":null},{"id":"W4412662389","doi":"10.1007/978-3-031-89606-4_15","title":"The Ecological Catastrophe of Algorithmic Individuation: Technological Mediation and Its Social Implication in the Age of the Anthropocene","year":2025,"lang":"en","type":"book-chapter","venue":"Palgrave studies in media and environmental communication","topic":"Embodied and Extended Cognition","field":"Neuroscience","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":"Université du Québec à Montréal","funders":"","keywords":"Anthropocene; Individuation; Mediation; Ecology; Sociology; Environmental ethics; History; Geography; Psychology; Social science; Psychoanalysis; Biology; Philosophy","score_opus":0.053243540574691016,"score_gpt":0.29583275298001493,"score_spread":0.2425892124053239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412662389","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":[0.08456093,0.010873772,0.025000155,0.027084986,0.00036801922,0.000035886595,0.00008583948,0.00009510883,0.8518952],"genre_scores_gemma":[0.9631543,0.0029747286,0.006303677,0.0012896548,0.00030167034,0.000056847937,0.000037307324,0.00008033107,0.025801562],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99952805,0.00022538977,0.0000130503,0.00008783866,0.000087036155,0.000058666654],"domain_scores_gemma":[0.9984074,0.0011240826,0.00009261627,0.0002042146,0.00011032848,0.000061380924],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014445116,0.000325528,0.00023687881,0.00068588834,0.0019555478,0.0051968447,0.0009904909,0.0020612068,0.005024043],"category_scores_gemma":[0.003780205,0.00020495101,0.0002238795,0.00083741907,0.028318917,0.008154247,0.0020661918,0.0023321928,0.0004070842],"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":[0.00000511113,0.0000050041904,0.00014241786,0.000013918477,0.0000019019866,0.00003826605,0.003434746,0.00026399296,0.000100533136,0.9908957,0.0012933016,0.003805153],"study_design_scores_gemma":[0.0000034811612,0.000006364791,0.0006219907,0.000029314444,0.0000015088508,0.00007459366,0.0021620092,0.00043752496,0.00010898452,0.9564873,0.04006035,0.0000066005978],"about_ca_topic_score_codex":0.0018251584,"about_ca_topic_score_gemma":0.0029383334,"teacher_disagreement_score":0.99804443,"about_ca_system_score_codex":0.0017307322,"about_ca_system_score_gemma":0.0010111628,"threshold_uncertainty_score":0.01680708},"labels":[],"label_agreement":null}]}