{"meta":{"query_hash":"cdce20a5d8a3","filters":{"venue":"Future education and learning spaces"},"cohort_total":4,"direct_labels_cover":1,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/cdce20a5d8a3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Future+education+and+learning+spaces"},"results":[{"id":"W2281574359","doi":"10.1007/978-981-19-8590-4","title":"Open Educational Resources in Higher Education","year":2023,"lang":"en","type":"book","venue":"Future education and learning spaces","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Open educational resources; Open education; Educational resources; Mathematics education; Pedagogy; Computer science; Sociology; Psychology","score_opus":0.020982141659027256,"score_gpt":0.2989906851281657,"score_spread":0.27800854346913845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281574359","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005447721,0.029354777,0.0049725487,0.0027305067,0.0025000253,0.000024719058,0.00004602291,0.00012699241,0.95969963],"genre_scores_gemma":[0.007477039,0.015104596,0.0017666187,0.00078510056,0.001047794,0.00004361218,0.00006618106,0.00010712846,0.9736018],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995573,0.00009015815,0.000015889336,0.000039698934,0.0002501066,0.000046805962],"domain_scores_gemma":[0.9994753,0.00028002862,0.000025723511,0.000047476715,0.000080852005,0.000090572066],"candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0004996298,0.00075307867,0.00053629355,0.001445404,0.0015955544,0.0060843728,0.000848793,0.0021190867,0.06495916],"category_scores_gemma":[0.0011070436,0.00031935063,0.00026274635,0.0027147029,0.0018530461,0.009348561,0.003322123,0.0026492418,0.02143093],"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":[0.000012796565,0.000035083172,0.000056222732,0.00021336744,0.0000025818517,0.00008206426,0.00039328315,0.0003758685,0.00026371394,0.38328007,0.35772797,0.257557],"study_design_scores_gemma":[0.0000018215266,0.000008308768,0.00013967557,0.0002608667,0.0000017997147,0.00010310833,0.00020791007,0.0001744954,0.00010167023,0.058623012,0.9403723,0.000005045914],"about_ca_topic_score_codex":0.0028650218,"about_ca_topic_score_gemma":0.008810297,"teacher_disagreement_score":0.99915123,"about_ca_system_score_codex":0.00209583,"about_ca_system_score_gemma":0.0018151677,"threshold_uncertainty_score":0.21731007},"labels":[],"label_agreement":null},{"id":"W4319442772","doi":"10.1007/978-981-19-8590-4_14","title":"Open Educational Resources in the English for Academic Purposes Context","year":2023,"lang":"en","type":"book-chapter","venue":"Future education and learning spaces","topic":"Open Education and E-Learning","field":"Computer Science","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":"University of British Columbia","funders":"","keywords":"Open educational resources; Context (archaeology); Computer science; Sociology; Pedagogy; Geography; Archaeology","score_opus":0.026744331505209072,"score_gpt":0.30531799961826384,"score_spread":0.2785736681130548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319442772","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":[0.009524232,0.0056475806,0.0035920737,0.0030462155,0.00039258337,0.000013029439,0.00004422514,0.000057359557,0.97768265],"genre_scores_gemma":[0.32096788,0.008400923,0.0033832737,0.0014084262,0.00074227306,0.00005198232,0.00011548565,0.0001796491,0.66475004],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99956185,0.0001653578,0.000016272485,0.00004067118,0.000115124676,0.00010068923],"domain_scores_gemma":[0.99930096,0.00038117394,0.000029564751,0.000048306436,0.00008019046,0.00015987614],"candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0004737611,0.00040012313,0.00032303587,0.0008664288,0.0024322013,0.009434181,0.0006498453,0.0012602366,0.018823775],"category_scores_gemma":[0.0008759383,0.00017791758,0.00019935452,0.001148343,0.0033221154,0.008015697,0.003565413,0.0020480908,0.0026995789],"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":[0.000014716045,0.000045114706,0.00020058927,0.00017490418,0.000002710902,0.00069280295,0.015508192,0.00011889838,0.0008286481,0.88750154,0.037189797,0.057722174],"study_design_scores_gemma":[0.0000026533676,0.000016013213,0.0007111522,0.0003347636,0.000004256368,0.0005187108,0.009579222,0.00015427046,0.00041999773,0.05079089,0.9374583,0.000009767437],"about_ca_topic_score_codex":0.0047759293,"about_ca_topic_score_gemma":0.014731846,"teacher_disagreement_score":0.99935013,"about_ca_system_score_codex":0.002272042,"about_ca_system_score_gemma":0.002405178,"threshold_uncertainty_score":0.06297177},"labels":[],"label_agreement":null},{"id":"W4319442994","doi":"10.1007/978-981-19-8590-4_1","title":"Contextualising Open Educational Resources in Higher Education","year":2023,"lang":"en","type":"book-chapter","venue":"Future education and learning spaces","topic":"Open Education and E-Learning","field":"Computer Science","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":"","funders":"","keywords":"Transformative learning; Open educational resources; Open education; Context (archaeology); Relevance (law); Andragogy; Engineering ethics; Process (computing); Open learning; Sociology; Pedagogy; Political science; Adult education; Computer science; Engineering; Teaching method; Geography","score_opus":0.03220810669312439,"score_gpt":0.3020377629423251,"score_spread":0.2698296562492007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319442994","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":[0.045123633,0.013659569,0.074657016,0.006242583,0.0006475335,0.000106589556,0.00012988789,0.00036133468,0.8590719],"genre_scores_gemma":[0.75752246,0.011685601,0.045928422,0.001214125,0.0003773399,0.00021528373,0.0002843468,0.00039483368,0.18237759],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99900264,0.0005530351,0.000033423734,0.0001039474,0.00019164967,0.00011530732],"domain_scores_gemma":[0.99893063,0.0006948866,0.000048545542,0.00014962224,0.0000677477,0.00010849153],"candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0009972345,0.00044535592,0.0002701588,0.0007124229,0.0019332699,0.009879384,0.00084931526,0.001362832,0.013656803],"category_scores_gemma":[0.0025304542,0.0002613587,0.00025445706,0.0013451639,0.005395539,0.0118067255,0.008016934,0.0017336699,0.001283816],"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":[0.000034082816,0.00006943154,0.00045339495,0.00042221413,0.0000072352013,0.00035653636,0.0345491,0.0013134684,0.0016961733,0.8027102,0.010204131,0.14818396],"study_design_scores_gemma":[0.0000060181383,0.00004062749,0.0010514786,0.0011198381,0.0000137812,0.00031159612,0.040627126,0.0009470877,0.0014926974,0.36216256,0.59220266,0.000024595121],"about_ca_topic_score_codex":0.003351527,"about_ca_topic_score_gemma":0.007896507,"teacher_disagreement_score":0.9991507,"about_ca_system_score_codex":0.0018933185,"about_ca_system_score_gemma":0.0020063452,"threshold_uncertainty_score":0.045686543},"labels":[],"label_agreement":null},{"id":"W4319443012","doi":"10.1007/978-981-19-8590-4_6","title":"Reflections on Remixing Open Access Content into Open Educational Resources: A New Paradigm for Sustainable Data-Driven Language Learning Systems Design in Higher Education","year":2023,"lang":"en","type":"book-chapter","venue":"Future education and learning spaces","topic":"Natural Language Processing Techniques","field":"Computer 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":"Concordia University","funders":"University of Waikato","keywords":"Open educational resources; Computer science; Open education; Multimedia; World Wide Web","score_opus":0.16203991385795963,"score_gpt":0.4263413651949371,"score_spread":0.26430145133697747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319443012","genre_codex":"commentary","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":[0.010942099,0.009579267,0.04939676,0.49331224,0.006064378,0.00012011431,0.00013520007,0.00036146137,0.4300884],"genre_scores_gemma":[0.2870531,0.016669855,0.053137697,0.07323198,0.0025405998,0.00035439187,0.00014199427,0.0015095893,0.5653607],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99455255,0.0025555291,0.00015102014,0.0004605129,0.0017937704,0.000486519],"domain_scores_gemma":[0.9920359,0.0061122533,0.0001219029,0.0004748231,0.00078227103,0.0004728569],"candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.010498658,0.00062006497,0.0003486925,0.0006756825,0.003980001,0.015166077,0.0022862486,0.009044095,0.014748459],"category_scores_gemma":[0.008772994,0.00053808995,0.0005621235,0.001250266,0.017714787,0.03090543,0.006371297,0.011766615,0.0032521791],"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":[0.00001848867,0.000043223656,0.00006649269,0.0000852783,0.0000027632962,0.00022011762,0.014822808,0.0005367278,0.0007555271,0.8737418,0.084960684,0.0247461],"study_design_scores_gemma":[0.000008068827,0.000016359467,0.000084246865,0.0001772657,0.0000030648632,0.00016885188,0.010777631,0.00058996223,0.0012791053,0.15268481,0.83418936,0.000021289123],"about_ca_topic_score_codex":0.012035786,"about_ca_topic_score_gemma":0.018977206,"teacher_disagreement_score":0.99771374,"about_ca_system_score_codex":0.0073836343,"about_ca_system_score_gemma":0.005279052,"threshold_uncertainty_score":0.05552286},"labels":[{"model":"gemma","categories":["open_science","scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["scholarly_communication","open_science"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"agree"}]}