{"meta":{"query_hash":"36e77d770f05","filters":{"venue":"Society for Learning Analytics Research (SoLAR) eBooks"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/36e77d770f05","api":"https://metacan.xera.ac/api/v1/cohort?venue=Society+for+Learning+Analytics+Research+%28SoLAR%29+eBooks"},"results":[{"id":"W2610200428","doi":"10.18608/hla17.027","title":"A Critical Perspective on Learning Analytics and Educational Data Mining","year":2017,"lang":"en","type":"book-chapter","venue":"Society for Learning Analytics Research (SoLAR) eBooks","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Perspective (graphical); Learning analytics; Data science; Analytics; Computer science; Data analysis; Data mining; Artificial intelligence","score_opus":0.1597365398890816,"score_gpt":0.4474226453437903,"score_spread":0.2876861054547087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610200428","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025532168,0.004242289,0.11117244,0.047531884,0.0010746403,0.0019949283,0.00045090698,0.0009951816,0.8322824],"genre_scores_gemma":[0.033388738,0.0008508019,0.04336714,0.00020240508,0.0020446244,0.000029266617,0.00034300197,0.0002836801,0.91949034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9922506,0.00031928907,0.0007826029,0.0026354806,0.002426823,0.001585171],"domain_scores_gemma":[0.9867996,0.006197536,0.0006124818,0.0027589728,0.002922703,0.00070872647],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0063710357,0.00084551785,0.001085135,0.0007299249,0.0046175416,0.0027541583,0.0038475187,0.0009606689,0.00004639065],"category_scores_gemma":[0.012188203,0.0008910193,0.00092439994,0.00014289746,0.0017030416,0.00045228837,0.0030270668,0.007523023,0.00008653862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000077192315,0.00017151733,0.0004648428,0.0007070041,0.0022856193,0.00007516507,0.0059469244,0.0020572788,0.000032975197,0.9218524,0.023620496,0.042708565],"study_design_scores_gemma":[0.00061973114,0.00091160444,0.000037199094,0.0010813404,0.00036493782,0.00003117665,0.0019892566,0.64226866,0.0000064762085,0.09428216,0.2573137,0.0010937748],"about_ca_topic_score_codex":0.00006934183,"about_ca_topic_score_gemma":0.000032824024,"teacher_disagreement_score":0.82757026,"about_ca_system_score_codex":0.0007163923,"about_ca_system_score_gemma":0.0021950363,"threshold_uncertainty_score":0.99935406},"labels":[],"label_agreement":null},{"id":"W2610724063","doi":"10.18608/hla17.030","title":"Linked Data for Learning Analytics: Potentials and Challenges","year":2017,"lang":"en","type":"book-chapter","venue":"Society for Learning Analytics Research (SoLAR) eBooks","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Analytics; Computer science; Data science; Data analysis; Learning analytics; Data mining","score_opus":0.23185004642467044,"score_gpt":0.4061054837080487,"score_spread":0.17425543728337828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610724063","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010408934,0.0525305,0.8950873,0.0039083636,0.00033458875,0.0032738855,0.00027880902,0.0016347333,0.042941406],"genre_scores_gemma":[0.0037177661,0.01427953,0.37886342,0.00009903341,0.0011191305,0.00012339182,0.00055471435,0.00033929004,0.60090375],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935645,0.00019548026,0.00077319366,0.0023438225,0.001661292,0.0014617513],"domain_scores_gemma":[0.9915007,0.0020987021,0.00094408187,0.0031179695,0.0019284213,0.00041012434],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.010374628,0.0007578818,0.0011677259,0.0005407151,0.0032290742,0.0023311554,0.0056498,0.0013302084,0.000009844827],"category_scores_gemma":[0.003869968,0.00074627186,0.0009166292,0.000066988236,0.0009097817,0.00056731876,0.0047388473,0.0046796,0.000012230761],"study_design_candidate":"design_other","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":[0.00011035635,0.000056004083,0.000020157233,0.004815133,0.00294338,0.00006632461,0.0041343714,0.000106408566,0.00067344436,0.20354025,0.012445824,0.77108836],"study_design_scores_gemma":[0.00067863986,0.00062407483,0.0000020078828,0.0011285563,0.00032396035,0.000018434801,0.00029887803,0.23197232,0.00019393385,0.18489608,0.57881594,0.0010471818],"about_ca_topic_score_codex":0.00003983619,"about_ca_topic_score_gemma":0.000039054205,"teacher_disagreement_score":0.77004117,"about_ca_system_score_codex":0.00026755704,"about_ca_system_score_gemma":0.0007652492,"threshold_uncertainty_score":0.99996626},"labels":[],"label_agreement":null},{"id":"W2610800793","doi":"10.18608/hla17.007","title":"Content Analytics: The Definition, Scope, and an Overview of Published Research","year":2017,"lang":"en","type":"book-chapter","venue":"Society for Learning Analytics Research (SoLAR) eBooks","topic":"Technology and Data Analysis","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scope (computer science); Analytics; Data science; Computer science","score_opus":0.40567807899161923,"score_gpt":0.43557759458427353,"score_spread":0.029899515592654302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610800793","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00081550586,0.051356405,0.1881605,0.018337902,0.0006571094,0.00793925,0.0011919604,0.0012837157,0.73025763],"genre_scores_gemma":[0.057851836,0.031145375,0.030904312,0.00041415903,0.00078942167,0.00031681257,0.0007569128,0.00034328504,0.8774779],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9934119,0.0005273403,0.00086649315,0.0015059792,0.0024498212,0.0012384688],"domain_scores_gemma":[0.98812693,0.0022638657,0.000667289,0.0038418507,0.0047507193,0.0003493662],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.019712003,0.00046619514,0.0009969302,0.0009324477,0.00383255,0.0017983491,0.0049002273,0.0010452358,0.00005258102],"category_scores_gemma":[0.0033478711,0.0003708206,0.0010315934,0.0003051188,0.0038285975,0.00058220804,0.0029174963,0.0053614075,0.00003039029],"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":[0.000036508613,0.00006079655,0.00020921598,0.00049709936,0.0017587143,0.000017433265,0.0010701338,0.00002505656,0.0001007961,0.9475679,0.019270817,0.029385552],"study_design_scores_gemma":[0.0010400484,0.0013152495,0.00014860573,0.0010462063,0.0005379776,0.000019841544,0.0012668318,0.046595875,0.00026972653,0.5555268,0.39134714,0.0008857138],"about_ca_topic_score_codex":0.00030393366,"about_ca_topic_score_gemma":0.00031054617,"teacher_disagreement_score":0.3920411,"about_ca_system_score_codex":0.00022258899,"about_ca_system_score_gemma":0.0010575257,"threshold_uncertainty_score":0.99987435},"labels":[],"label_agreement":null},{"id":"W2610990352","doi":"10.18608/hla17.005","title":"Predictive Modelling in Teaching and Learning","year":2017,"lang":"en","type":"book-chapter","venue":"Society for Learning Analytics Research (SoLAR) eBooks","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Blackboard (design pattern); Predictive analytics; Predictive value; Learning analytics; Computer science; Analytics; Domain (mathematical analysis); Mathematics education; Data science; Psychology; Medicine; Mathematics","score_opus":0.09282121964936924,"score_gpt":0.32561250488667387,"score_spread":0.23279128523730463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610990352","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036427863,0.0026444413,0.17780735,0.0009842775,0.00025226397,0.0016244953,0.000025019159,0.0006585037,0.8123609],"genre_scores_gemma":[0.34923017,0.0006985411,0.0024631293,0.00013954213,0.0022054834,0.000084730826,0.00023347733,0.00038014213,0.6445648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99535507,0.00007653179,0.00076041074,0.0013123339,0.0013210888,0.0011745882],"domain_scores_gemma":[0.99643207,0.000699971,0.0008174623,0.0005575516,0.0014153267,0.00007761811],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0095094275,0.00067985314,0.0010330252,0.0010930621,0.0049567698,0.002088315,0.00075661915,0.0008543697,0.000025867339],"category_scores_gemma":[0.0016418186,0.0007104597,0.00092641875,0.00009902536,0.0005639623,0.0006314904,0.00083028176,0.0090899365,0.000034735513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003915426,0.00012526565,0.0025424876,0.0069902646,0.0029941264,0.000074096795,0.0052366764,0.7119288,0.00009108964,0.063790634,0.0028136016,0.2030214],"study_design_scores_gemma":[0.0005408622,0.000037148548,0.000006653072,0.0011922288,0.0003649449,0.000001234581,0.000984232,0.80230445,0.0000012334374,0.036162302,0.1578018,0.0006029106],"about_ca_topic_score_codex":0.0011494503,"about_ca_topic_score_gemma":0.000102729035,"teacher_disagreement_score":0.3455874,"about_ca_system_score_codex":0.00023739568,"about_ca_system_score_gemma":0.0002278609,"threshold_uncertainty_score":0.99953467},"labels":[],"label_agreement":null},{"id":"W2611698603","doi":"10.18608/hla17.021","title":"Learning Analytics for Self-Regulated Learning","year":2017,"lang":"en","type":"book-chapter","venue":"Society for Learning Analytics Research (SoLAR) eBooks","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Analytics; Computer science; Data analysis; Learning analytics; Data science; Software analytics; Process (computing); Artificial intelligence; Data mining","score_opus":0.07516678507466058,"score_gpt":0.36393284380621505,"score_spread":0.2887660587315545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611698603","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006623461,0.0028614132,0.62669384,0.006774552,0.0017181195,0.0068869716,0.00019067494,0.0066666445,0.34754544],"genre_scores_gemma":[0.021301107,0.0008690118,0.0418749,0.00008078575,0.001747885,0.0001162666,0.00044161125,0.0006353101,0.9329331],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9883188,0.0005084983,0.0016710481,0.0029874342,0.0031947058,0.0033194923],"domain_scores_gemma":[0.98608637,0.0037990678,0.001999046,0.0024872741,0.0046330714,0.0009951803],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.011256478,0.0015787054,0.0021957217,0.0011918001,0.008419175,0.0033906735,0.00459362,0.0023073957,0.00004500721],"category_scores_gemma":[0.004431473,0.0016967112,0.0043415152,0.0003136227,0.0010034916,0.000450807,0.0020057836,0.012515532,0.00018105426],"study_design_candidate":"simulation_or_modeling","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":[0.00049853296,0.0006455836,0.0019220063,0.007374403,0.02445499,0.0003216932,0.022319563,0.22960189,0.0010254476,0.3416954,0.059377246,0.31076324],"study_design_scores_gemma":[0.0010043748,0.0011216641,0.0000071143186,0.0005540781,0.000473891,0.0000135821,0.00032105343,0.49656123,0.000053898093,0.017896028,0.48086438,0.001128717],"about_ca_topic_score_codex":0.000052162886,"about_ca_topic_score_gemma":0.000031627387,"teacher_disagreement_score":0.5853877,"about_ca_system_score_codex":0.0010585946,"about_ca_system_score_gemma":0.0021755297,"threshold_uncertainty_score":0.9996961},"labels":[],"label_agreement":null}]}