{"meta":{"query_hash":"8c202eedf155","filters":{"venue":"Innovations in higher education teaching and learning"},"cohort_total":13,"direct_labels_cover":1,"predictions_cover":13,"exported":13,"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/8c202eedf155","api":"https://metacan.xera.ac/api/v1/cohort?venue=Innovations+in+higher+education+teaching+and+learning"},"results":[{"id":"W2487442970","doi":"10.1108/s2055-364120150000003021","title":"Developing an Interdisciplinary Inquiry Course on Global Justice: An Inquiry-Informed, Cross-Campus, Collaborative Approach","year":2015,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":3,"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":"Injustice; Equity (law); Global citizenship; Pedagogy; Citizenship; Engineering ethics; Economic Justice; Sociology; Political science; Psychology; Engineering","score_opus":0.17502615687260953,"score_gpt":0.4856435086845499,"score_spread":0.3106173518119404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487442970","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11525767,0.0051784883,0.110726856,0.025451088,0.0031115096,0.0027117208,0.0002337196,0.0009339035,0.73639506],"genre_scores_gemma":[0.23460896,0.0065640467,0.1645755,0.0073273373,0.00045221526,0.0014870049,0.0004129033,0.00027338433,0.5842986],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995098,0.00018589183,0.000017496135,0.00006252386,0.00013276478,0.000091550355],"domain_scores_gemma":[0.9993218,0.0002059474,0.00003206702,0.000039610593,0.00008082048,0.00031980182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015055878,0.00040575382,0.0002314943,0.00055158365,0.0024302353,0.0037672655,0.0013477068,0.0015841465,0.010797731],"category_scores_gemma":[0.0011153702,0.00017815254,0.00032166587,0.00042133164,0.0014169242,0.0028299142,0.0045261797,0.0029059323,0.0024895666],"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":[0.00004000125,0.0023486635,0.003063029,0.0007572059,0.000009673068,0.00093842804,0.052914582,0.0016321429,0.008959963,0.16686596,0.19068506,0.5717853],"study_design_scores_gemma":[0.000014019683,0.00026781287,0.0042247754,0.00043982774,0.0000048135657,0.0007197455,0.015664553,0.0010435658,0.0026249103,0.02302526,0.95194674,0.000023902223],"about_ca_topic_score_codex":0.0011627106,"about_ca_topic_score_gemma":0.0071628154,"teacher_disagreement_score":0.010797731,"about_ca_system_score_codex":0.0023579437,"about_ca_system_score_gemma":0.004350975,"threshold_uncertainty_score":0.036122024},"labels":[],"label_agreement":null},{"id":"W2576606431","doi":"10.1108/s2055-364120160000008012","title":"From Lancelot to Lapland: Implications of Engaged Rural Universities","year":2016,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"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":"Reciprocal; Function (biology); Rural history; Public relations; Rural area; Political science; Sociology; Library science","score_opus":0.05936403129001624,"score_gpt":0.4063551550588927,"score_spread":0.3469911237688765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2576606431","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":[0.09072606,0.015344219,0.0016728517,0.06024089,0.0018632296,0.000073329,0.000045335088,0.000060094924,0.82997394],"genre_scores_gemma":[0.67406046,0.012025167,0.0012838463,0.010742197,0.00038472438,0.00014852773,0.00006446039,0.00009044818,0.30120018],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99762267,0.0014210094,0.000056448458,0.00015325841,0.00031873264,0.00042782156],"domain_scores_gemma":[0.998855,0.0005962296,0.000058301364,0.000043571283,0.00007994756,0.00036698452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020381499,0.00039521203,0.00028076774,0.000724007,0.011641467,0.013715656,0.0016154766,0.0033571145,0.0098880455],"category_scores_gemma":[0.0028123506,0.00020755887,0.00036699814,0.0016771555,0.011771417,0.005755592,0.008777736,0.0035729276,0.0013352437],"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":[0.00007310035,0.00010100623,0.0009209664,0.0005055439,0.0000061437,0.0056478367,0.44067952,0.00018809916,0.00077279314,0.43336987,0.03351703,0.08421804],"study_design_scores_gemma":[0.000015615042,0.000064117165,0.00083306193,0.00079658546,0.0000047197004,0.0011617374,0.29023445,0.00009129796,0.00018540464,0.026492901,0.68009895,0.00002109546],"about_ca_topic_score_codex":0.025334591,"about_ca_topic_score_gemma":0.06487786,"teacher_disagreement_score":0.025334591,"about_ca_system_score_codex":0.010603534,"about_ca_system_score_gemma":0.011722257,"threshold_uncertainty_score":0.0769344},"labels":[],"label_agreement":null},{"id":"W3083832582","doi":"10.1108/s2055-364120200000029003","title":"From “Dust to the Dawn of a New Age”: Creating a 21st Century Active Learning Classroom","year":2020,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Educational Environments and Student Outcomes","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":"Modular design; Space (punctuation); Key (lock); Active learning (machine learning); Mathematics education; Comprehension; Engineering; Management; Psychology; Computer science; Artificial intelligence","score_opus":0.04738269328406135,"score_gpt":0.3434980573555421,"score_spread":0.29611536407148076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3083832582","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":[0.4318306,0.007404983,0.017789928,0.07250269,0.0018121583,0.00038604715,0.00009181578,0.0006699214,0.46751183],"genre_scores_gemma":[0.92193013,0.0031642152,0.010161802,0.007192944,0.00022526008,0.0001390861,0.000054988985,0.00016576833,0.05696584],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967501,0.0012356315,0.00006224156,0.00029601922,0.00082731206,0.0008286806],"domain_scores_gemma":[0.9966139,0.00056632096,0.00016543965,0.00018547401,0.00048239145,0.001986451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039970153,0.0003317347,0.00027169986,0.0008304387,0.01630088,0.017184308,0.0019712576,0.002696256,0.005618611],"category_scores_gemma":[0.0038284622,0.0002662016,0.00036920965,0.00071802776,0.018394848,0.010506106,0.016286114,0.00504232,0.0018712861],"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":[0.00008890043,0.0003563878,0.0038731215,0.00032766061,0.0000073731867,0.0011796356,0.56745636,0.00017775295,0.0020945675,0.21922754,0.036299005,0.1689117],"study_design_scores_gemma":[0.000022306358,0.00009498614,0.0021895152,0.0003635204,0.000007510257,0.00038097214,0.23664731,0.00012327386,0.0013033364,0.014875397,0.7439611,0.000030835134],"about_ca_topic_score_codex":0.03707951,"about_ca_topic_score_gemma":0.09673941,"teacher_disagreement_score":0.03707951,"about_ca_system_score_codex":0.017599607,"about_ca_system_score_gemma":0.0249291,"threshold_uncertainty_score":0.12769467},"labels":[],"label_agreement":null},{"id":"W3084107660","doi":"10.1108/s2055-364120200000029005","title":"Designing Effective Library Learning Spaces – Student2Scholar: A Case Study","year":2020,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":2,"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":"Timeline; Resource (disambiguation); Project-based learning; Knowledge management; Engineering; Product (mathematics); Engineering management; Computer science; Sociology; Pedagogy; Geography","score_opus":0.06068243022136898,"score_gpt":0.35957855013943874,"score_spread":0.29889611991806975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3084107660","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":[0.72133833,0.0015932813,0.025119621,0.0056303274,0.00025827112,0.0011117016,0.00029466036,0.00044563072,0.24420813],"genre_scores_gemma":[0.8468452,0.0021525002,0.046029985,0.0015102067,0.00008842427,0.00072291336,0.00028644002,0.00024496822,0.102119386],"study_design_codex":"qualitative","study_design_gemma":"case_report","domain_scores_codex":[0.99423164,0.004260792,0.00010666678,0.00025056908,0.0007097108,0.00044062219],"domain_scores_gemma":[0.99674064,0.0019531718,0.00014175985,0.00025048282,0.00026142696,0.0006525731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003817568,0.00046871707,0.00039349383,0.0011133151,0.009585444,0.006001351,0.0026322547,0.002877649,0.007203084],"category_scores_gemma":[0.004543193,0.00032216948,0.00048936054,0.0021074545,0.0038236247,0.003979629,0.0052154823,0.0018011556,0.0017816153],"study_design_candidate":"case_report","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":[0.00020912607,0.004935293,0.012852943,0.0016912473,0.000049465074,0.020219631,0.4969469,0.0033689332,0.004943994,0.12215303,0.0673563,0.2652731],"study_design_scores_gemma":[0.00004460534,0.00070993754,0.003318173,0.00031478843,0.000020779602,0.0037517857,0.42635804,0.0018194604,0.0051521123,0.0051760497,0.55327374,0.000060645092],"about_ca_topic_score_codex":0.0047980393,"about_ca_topic_score_gemma":0.023261819,"teacher_disagreement_score":0.009585444,"about_ca_system_score_codex":0.0037637758,"about_ca_system_score_gemma":0.00345755,"threshold_uncertainty_score":0.027308285},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"agree"},{"id":"W4231023450","doi":"10.1108/s2055-364120200000021019","title":"Name Index","year":2020,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Names, Identity, and Discrimination Research","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":"Index (typography); Geography; Computer science; World Wide Web","score_opus":0.07357767017941286,"score_gpt":0.3834714078710002,"score_spread":0.30989373769158735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231023450","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":[0.00037545201,0.0042635775,0.002341679,0.004524143,0.018116796,0.00058490835,0.03734934,0.0071286876,0.9253153],"genre_scores_gemma":[0.0016247958,0.004851133,0.0025566868,0.0023696944,0.0030789278,0.00037223683,0.03425122,0.0026209762,0.94827443],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973291,0.0002585678,0.00033296557,0.0005334711,0.0012556639,0.0002901669],"domain_scores_gemma":[0.9934635,0.00047108502,0.0003200544,0.000906573,0.0037948657,0.001043948],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018186787,0.0026733428,0.0024715236,0.008909093,0.003385749,0.014089794,0.0030058743,0.0032380263,0.82515424],"category_scores_gemma":[0.010298527,0.0010161452,0.0015766437,0.011560542,0.00096605084,0.011081374,0.005029521,0.002623429,0.8860316],"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":[0.0000118690905,0.000017094555,0.00012297214,0.00027690455,0.0000031155998,0.000022206164,0.000030274292,0.000024894689,0.00014369156,0.00198337,0.92625123,0.07111238],"study_design_scores_gemma":[0.0000027965793,0.0000072332723,0.00016284901,0.00009712888,0.0000017372904,0.000041467512,0.00003282857,0.000019718238,0.000047692185,0.0005884169,0.9989913,0.0000067906644],"about_ca_topic_score_codex":0.00382589,"about_ca_topic_score_gemma":0.0045738555,"teacher_disagreement_score":0.17484576,"about_ca_system_score_codex":0.0022995938,"about_ca_system_score_gemma":0.0043948665,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4231804075","doi":"10.1108/s2055-364120180000011021","title":"Subject Index","year":2018,"lang":"en","type":"other","venue":"Innovations in higher education teaching and learning","topic":"Education and experiences of immigrants and refugees","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":"Refugee; Publishing; Population; Psychology; Library science; Sociology; Political science; Law; Demography","score_opus":0.025893312768665133,"score_gpt":0.36646126459990774,"score_spread":0.3405679518312426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231804075","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":[0.00047917324,0.007001704,0.001997658,0.0056771864,0.030728558,0.00053806347,0.026096199,0.0028253486,0.92465615],"genre_scores_gemma":[0.001920707,0.0061513847,0.0015674806,0.0020171169,0.0056206165,0.0003735432,0.026535131,0.0017195708,0.9540945],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978381,0.00025641618,0.0002852814,0.00040456819,0.0009945863,0.00022121477],"domain_scores_gemma":[0.9952484,0.0004399528,0.00021634562,0.0005600789,0.0027492805,0.0007858497],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015361016,0.0020399438,0.0020848133,0.009312365,0.0032337431,0.012224997,0.002446804,0.0022067702,0.76483613],"category_scores_gemma":[0.0084344335,0.0006401931,0.0011435045,0.011996014,0.0010213149,0.008177391,0.004585011,0.0024495008,0.7579323],"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":[0.000011914041,0.00001702222,0.000121884645,0.0003270753,0.0000025523095,0.000025835147,0.00006627132,0.000022309445,0.0001351811,0.0027963405,0.9293939,0.06707976],"study_design_scores_gemma":[0.0000022008717,0.0000056427866,0.00019720643,0.00016547133,0.0000014349495,0.000035398327,0.000059651138,0.000017586088,0.000035382698,0.00060059683,0.99887544,0.0000040047935],"about_ca_topic_score_codex":0.003991078,"about_ca_topic_score_gemma":0.0045341486,"teacher_disagreement_score":0.23516387,"about_ca_system_score_codex":0.0029437195,"about_ca_system_score_gemma":0.0041416646,"threshold_uncertainty_score":0.3354327},"labels":[],"label_agreement":null},{"id":"W4245078394","doi":"10.1108/s2055-364120150000004022","title":"List of Contributors","year":2015,"lang":"en","type":"other","venue":"Innovations in higher education teaching and learning","topic":"Educational Robotics and Engineering","field":"Computer Science","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":"Library science; Emerald; Publishing; Media studies; Sociology; Political science; Law; Chemistry","score_opus":0.02375248276994651,"score_gpt":0.293860158688274,"score_spread":0.27010767591832746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245078394","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":[0.0010242336,0.015890125,0.005500886,0.035929233,0.13053611,0.0021054107,0.08383566,0.006443374,0.718735],"genre_scores_gemma":[0.0027081254,0.007482503,0.0027324911,0.007218993,0.008968944,0.0011661596,0.036885858,0.0018747476,0.9309623],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99591064,0.0005774383,0.00043203728,0.00066893676,0.0019897458,0.0004211892],"domain_scores_gemma":[0.97491485,0.0019952613,0.000753439,0.0021990081,0.017213536,0.0029239575],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003397329,0.0016934985,0.0019073343,0.008053309,0.003918455,0.012598835,0.0033190916,0.0034073275,0.72665375],"category_scores_gemma":[0.027441794,0.00058834936,0.0010259941,0.0086028045,0.000783135,0.0074451086,0.004449949,0.0028892732,0.73459363],"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":[0.000007889448,0.0000064310047,0.000061147264,0.00015052565,0.0000015334817,0.00001626651,0.000033643297,0.000012893591,0.00004939424,0.0008153956,0.9769099,0.021934934],"study_design_scores_gemma":[0.000002808844,0.0000054565908,0.00011806142,0.00020395838,0.0000021499159,0.00003567658,0.00006540847,0.000020627314,0.000037016416,0.00044477862,0.99905854,0.0000056778968],"about_ca_topic_score_codex":0.003619432,"about_ca_topic_score_gemma":0.0043223337,"teacher_disagreement_score":0.72665375,"about_ca_system_score_codex":0.0027504798,"about_ca_system_score_gemma":0.0068845795,"threshold_uncertainty_score":0.3898952},"labels":[],"label_agreement":null},{"id":"W4250815986","doi":"10.1108/s2055-364120160000008026","title":"Subject Index","year":2016,"lang":"en","type":"other","venue":"Innovations in higher education teaching and learning","topic":"Higher Education Practises and Engagement","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":"Publishing; General partnership; Emerald; Index (typography); Library science; Subject (documents); Alliance; Citation; Political science; Sociology; Chemistry; Law; Computer science","score_opus":0.04720472124785896,"score_gpt":0.38640529248183747,"score_spread":0.3392005712339785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250815986","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":[0.00046826218,0.0049164006,0.0019572198,0.0055027762,0.019208904,0.00047398842,0.019297304,0.0023526386,0.9458224],"genre_scores_gemma":[0.0020355615,0.005197052,0.0015540579,0.001605914,0.0046093483,0.00034209428,0.021756507,0.0013693778,0.96153],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977912,0.0002512279,0.0002927744,0.0003843246,0.0010616615,0.0002188033],"domain_scores_gemma":[0.99511635,0.0004408837,0.00023126048,0.00058906747,0.0027673172,0.00085519924],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014920578,0.0019171159,0.0019840922,0.009967473,0.0032036952,0.013536256,0.002519638,0.0022635004,0.74515384],"category_scores_gemma":[0.008841645,0.0006066472,0.0010789252,0.012927536,0.0010675361,0.009005348,0.004578328,0.0024527933,0.7529098],"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":[0.000014091342,0.000021614833,0.0001495668,0.0003477605,0.0000028143093,0.000029297456,0.000085970765,0.000033872686,0.00016846697,0.0044973413,0.9127643,0.08188484],"study_design_scores_gemma":[0.0000025318334,0.0000061374617,0.00020842209,0.00015228779,0.0000015507815,0.00004023079,0.00007233163,0.00002675385,0.000041049745,0.0010628275,0.9983814,0.0000045582433],"about_ca_topic_score_codex":0.003590875,"about_ca_topic_score_gemma":0.003806687,"teacher_disagreement_score":0.25484616,"about_ca_system_score_codex":0.0029391998,"about_ca_system_score_gemma":0.0044842977,"threshold_uncertainty_score":0.3635071},"labels":[],"label_agreement":null},{"id":"W4251172108","doi":"10.1108/s2055-364120200000021001","title":"Prelims","year":2020,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"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":"Concordia University; University of the West of Scotland; Trent University; Austin Peay State University; Central Michigan University; Columbus State University; St. Lawrence University; Washburn University","keywords":"Publishing; Citation; Emerald; Library science; Political science; Curriculum; Sociology; Pedagogy; Law; Computer science","score_opus":0.04029210281126121,"score_gpt":0.3312098593084391,"score_spread":0.2909177564971779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251172108","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":[0.000404861,0.003277897,0.0016387914,0.0035534506,0.008948044,0.00014818503,0.0043452457,0.001526211,0.9761573],"genre_scores_gemma":[0.0016683773,0.0016019231,0.0007298366,0.0014053526,0.0007259451,0.00007626839,0.0029376044,0.0006360924,0.99021846],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989188,0.00014264145,0.000062948035,0.0001647158,0.000602529,0.00010836956],"domain_scores_gemma":[0.99882406,0.00013694083,0.000043379954,0.00014865297,0.0006735702,0.00017338699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010976441,0.0011070711,0.0006022439,0.002551434,0.0021123446,0.005578015,0.0017223876,0.0020169904,0.6011894],"category_scores_gemma":[0.0030425263,0.0005548431,0.00077766535,0.002532519,0.0008867567,0.005472466,0.0036349264,0.0019958655,0.47773924],"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":[0.0000093089,0.000010867629,0.000054860087,0.0001430417,9.924343e-7,0.00004282388,0.00009413193,0.000025485462,0.00010296759,0.012922459,0.9359058,0.050687224],"study_design_scores_gemma":[8.657191e-7,0.0000023062562,0.000044159253,0.00003932365,3.2347893e-7,0.00002880277,0.000029240698,0.00000820367,0.00003485059,0.00062434224,0.999186,0.0000015156492],"about_ca_topic_score_codex":0.0066412794,"about_ca_topic_score_gemma":0.012670686,"teacher_disagreement_score":0.6011894,"about_ca_system_score_codex":0.0024826166,"about_ca_system_score_gemma":0.0030500148,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4256676542","doi":"10.1108/s2055-364120200000029016","title":"Subject Index","year":2020,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Educational Environments and Student Outcomes","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":"Subject (documents); Index (typography); Computer science; Library science; World Wide Web","score_opus":0.04827078557842182,"score_gpt":0.348018888190716,"score_spread":0.29974810261229423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256676542","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":[0.00044039002,0.006877224,0.0022132527,0.0066750837,0.030961324,0.0005889044,0.038337506,0.0044514523,0.9094549],"genre_scores_gemma":[0.0018130877,0.00698033,0.002055103,0.0024031964,0.0064319586,0.000430886,0.042386487,0.0019232519,0.93557554],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99730515,0.00024211098,0.00035354294,0.0005486036,0.0012620835,0.0002883822],"domain_scores_gemma":[0.9934627,0.00044308548,0.00029276946,0.0006277942,0.0040597543,0.0011138902],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016397303,0.0027972441,0.0027092707,0.011161121,0.0030360983,0.016577685,0.0027955275,0.002885428,0.77568555],"category_scores_gemma":[0.009343104,0.0008309706,0.0016235999,0.014416802,0.0011161279,0.010312762,0.004533757,0.0029271564,0.821972],"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":[0.00001191439,0.000014981879,0.00012270825,0.0003680444,0.0000031997556,0.000023382814,0.00003436871,0.00003282401,0.0001427726,0.002300567,0.9327323,0.06421288],"study_design_scores_gemma":[0.000003159325,0.000007285956,0.00021818903,0.00019007316,0.000002284729,0.000041921783,0.000043817,0.000028689174,0.000044119406,0.00077358045,0.9986405,0.0000063890393],"about_ca_topic_score_codex":0.004949491,"about_ca_topic_score_gemma":0.0046905633,"teacher_disagreement_score":0.22431445,"about_ca_system_score_codex":0.003127036,"about_ca_system_score_gemma":0.005502979,"threshold_uncertainty_score":0.31995732},"labels":[],"label_agreement":null},{"id":"W4384257715","doi":"10.1108/s2055-364120230000050011","title":"Name Index","year":2023,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Education, Leadership, and Health Research","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":"Emerald; Publishing; Index (typography); Philosophy; Theology; Political science; Chemistry; Law; Computer science; Mineralogy","score_opus":0.1724577306212956,"score_gpt":0.452053001541214,"score_spread":0.27959527091991837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384257715","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":[0.0004167599,0.0048788683,0.0027651428,0.0052506807,0.02061402,0.00062197854,0.021798283,0.0059627346,0.9376916],"genre_scores_gemma":[0.0017985228,0.0047847605,0.0026800237,0.0027515993,0.0033326822,0.00038023942,0.021076672,0.0022633001,0.96093225],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970746,0.0003254952,0.00035762598,0.00056946167,0.0013801215,0.00029270843],"domain_scores_gemma":[0.99363494,0.00051955855,0.00029818865,0.0008788692,0.0036152385,0.0010532448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018992173,0.0025167621,0.0024180596,0.007901735,0.0035920455,0.013175924,0.0031735108,0.0035160964,0.8148109],"category_scores_gemma":[0.010563947,0.0009411461,0.0016681103,0.009428435,0.001027132,0.010776264,0.005444594,0.0027765725,0.86798733],"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":[0.000015272477,0.000021519105,0.00013171794,0.0003165187,0.0000035391195,0.000033211378,0.000041533385,0.000028901388,0.00018735309,0.0023696008,0.9049512,0.091899686],"study_design_scores_gemma":[0.0000032574653,0.00000880952,0.00015881419,0.00011145132,0.000001915694,0.00005905558,0.000041699575,0.000024871804,0.000060072125,0.0007518178,0.998771,0.000007166913],"about_ca_topic_score_codex":0.0032473553,"about_ca_topic_score_gemma":0.004190038,"teacher_disagreement_score":0.8148109,"about_ca_system_score_codex":0.0024902783,"about_ca_system_score_gemma":0.004467124,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4384257723","doi":"10.1108/s2055-364120230000050005","title":"The Integrative Curriculum in EAP Programs: Design and Instructional Considerations","year":2023,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":2,"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":"Curriculum; Experiential learning; Engineering ethics; Pedagogy; Mathematics education; Psychology; Engineering","score_opus":0.07516576288901333,"score_gpt":0.2979197791926567,"score_spread":0.2227540163036434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384257723","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":[0.1330876,0.012099826,0.32104903,0.011100213,0.0012450246,0.0070412992,0.00051179103,0.0024953922,0.5113698],"genre_scores_gemma":[0.15337437,0.01167655,0.68674463,0.0021767728,0.00019907669,0.008590059,0.0004602666,0.00034326062,0.13643509],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998979,0.00058045157,0.00004485221,0.000056121167,0.00028064998,0.000058911934],"domain_scores_gemma":[0.9986236,0.00084787194,0.000062457584,0.000063294894,0.00022228909,0.00018047621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002272828,0.0005144856,0.00035399228,0.00054537074,0.00062205974,0.0024030246,0.0018493544,0.0006375275,0.00990819],"category_scores_gemma":[0.002814122,0.00035755459,0.00027357767,0.000883574,0.0005898462,0.0013325752,0.0013170462,0.0012201786,0.0013965394],"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":[0.000106293664,0.0010944979,0.0018517686,0.0017764505,0.000013681392,0.0004689981,0.0043873414,0.004176144,0.010228365,0.07593688,0.02481477,0.8751447],"study_design_scores_gemma":[0.00021654743,0.0022230705,0.007312342,0.0023550475,0.000088105655,0.0015478258,0.0065798685,0.0079265,0.012301878,0.027588177,0.931798,0.00006266064],"about_ca_topic_score_codex":0.0015132913,"about_ca_topic_score_gemma":0.004792717,"teacher_disagreement_score":0.00990819,"about_ca_system_score_codex":0.0015841194,"about_ca_system_score_gemma":0.002428487,"threshold_uncertainty_score":0.033146203},"labels":[],"label_agreement":null},{"id":"W4384264107","doi":"10.1108/s2055-364120230000050014","title":"Subject Index","year":2023,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Higher Education Learning Practices","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":"Summative assessment; Curriculum; Formative assessment; Psychology; Medical education; Pedagogy; Medicine","score_opus":0.07311411403252735,"score_gpt":0.3866077697808737,"score_spread":0.3134936557483463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384264107","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":[0.00057518494,0.0069246166,0.0023638809,0.0064348187,0.034491267,0.0005413999,0.023368787,0.0028616544,0.9224383],"genre_scores_gemma":[0.001999828,0.005824554,0.001929095,0.0023741107,0.0061837006,0.00039338224,0.024179496,0.0014245358,0.95569116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99761283,0.00027325345,0.00032674387,0.00046055246,0.0010803406,0.00024641043],"domain_scores_gemma":[0.9949787,0.00045684585,0.00022077849,0.0005392177,0.002963669,0.00084076106],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016292373,0.0021371157,0.0021361562,0.009546447,0.0027934574,0.0124666365,0.0023883895,0.002644085,0.73810345],"category_scores_gemma":[0.00832945,0.0006294838,0.0014012561,0.011055032,0.0010299742,0.008340494,0.0044830334,0.0025392722,0.7504214],"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":[0.00001486798,0.00001851485,0.00014151608,0.00039911913,0.0000032493379,0.000030952207,0.000058018457,0.000031358035,0.0001853804,0.0035226203,0.9080156,0.087578826],"study_design_scores_gemma":[0.0000025780917,0.000007129645,0.00021942984,0.00018076922,0.0000017873731,0.00004780698,0.000053380118,0.000024189028,0.000042554442,0.0008404995,0.998575,0.000005015413],"about_ca_topic_score_codex":0.0038245234,"about_ca_topic_score_gemma":0.004143183,"teacher_disagreement_score":0.26189655,"about_ca_system_score_codex":0.0028446028,"about_ca_system_score_gemma":0.004791848,"threshold_uncertainty_score":0.37356365},"labels":[],"label_agreement":null}]}