{"meta":{"query_hash":"ea3e1a5a13f7","filters":{"venue":"Innovation in Teaching and Learning in Information and Computer Sciences"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/ea3e1a5a13f7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Innovation+in+Teaching+and+Learning+in+Information+and+Computer+Sciences"},"results":[{"id":"W1986219216","doi":"10.11120/ital.2006.05040232","title":"Collaboration in an Information Commons: key elements for successful support of e-literacy","year":2006,"lang":"en","type":"article","venue":"Innovation in Teaching and Learning in Information and Computer Sciences","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":8,"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 Calgary","funders":"","keywords":"Commons; Knowledge management; Service (business); Information literacy; Computer science; Process management; Strategic planning; Service delivery framework; Business; World Wide Web; Political science; Marketing","score_opus":0.011828307193377494,"score_gpt":0.32930961327007807,"score_spread":0.31748130607670055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986219216","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":[0.49163306,0.0005692742,0.11403747,0.021056505,0.00014728293,0.0015342073,0.00013821377,0.00072041695,0.3701636],"genre_scores_gemma":[0.9733602,0.00016270613,0.021998735,0.00019330234,0.000028248858,0.00027868582,0.000038368173,0.000030194204,0.003909666],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9903475,0.0051877503,0.0005465977,0.00050658843,0.0017683512,0.0016431673],"domain_scores_gemma":[0.9826768,0.0069126063,0.0019602056,0.0011740726,0.0012964653,0.0059799002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056183045,0.00033614377,0.00029852174,0.0016733666,0.0086724395,0.007828197,0.0010109695,0.0026511224,0.007187017],"category_scores_gemma":[0.015766334,0.00039016138,0.00052865496,0.0015383733,0.007661099,0.008775018,0.012090955,0.0016011677,0.0013927845],"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":[0.00020837788,0.0012160703,0.04868985,0.000911172,0.00007093078,0.0048657637,0.14514521,0.003821927,0.0071103834,0.55930305,0.012670928,0.21598637],"study_design_scores_gemma":[0.00013453454,0.00095841964,0.052700665,0.0010823662,0.00007189018,0.005283679,0.26334837,0.008344642,0.0057844566,0.3673648,0.29469106,0.00023523216],"about_ca_topic_score_codex":0.001850072,"about_ca_topic_score_gemma":0.002647505,"teacher_disagreement_score":0.0086724395,"about_ca_system_score_codex":0.0026365633,"about_ca_system_score_gemma":0.009908485,"threshold_uncertainty_score":0.029712796},"labels":[],"label_agreement":null},{"id":"W2065794244","doi":"10.11120/ital.2005.04030005","title":"Teaching Multi-Agent Systems using the ARES Simulator","year":2005,"lang":"en","type":"article","venue":"Innovation in Teaching and Learning in Information and Computer Sciences","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":2,"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 Calgary","funders":"","keywords":"Testbed; Computer science; Perspective (graphical); Simulation; Software engineering; Human–computer interaction; Systems engineering; Engineering; World Wide Web; Artificial intelligence","score_opus":0.03744731267998497,"score_gpt":0.2969011585935654,"score_spread":0.25945384591358045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065794244","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14826468,0.0002544698,0.7686475,0.0012957621,0.0002291481,0.0008113475,0.00043681683,0.0066188215,0.07344153],"genre_scores_gemma":[0.48918656,0.0006194887,0.48701328,0.00028125214,0.000049067643,0.00074227917,0.000822751,0.00043696494,0.020848397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99956006,0.00020721694,0.00002089857,0.000044885834,0.000121285986,0.00004566365],"domain_scores_gemma":[0.99866366,0.0007496261,0.000060077473,0.00020753678,0.00012362226,0.00019543598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006748263,0.0006413871,0.0003528698,0.00016906801,0.00049510255,0.0010125528,0.0014203402,0.0008398796,0.01038384],"category_scores_gemma":[0.002703465,0.0003224866,0.00043324206,0.00021644248,0.00048545652,0.0010187984,0.0012166232,0.0014846574,0.0014259836],"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":[0.0004891712,0.0026280037,0.0042109177,0.00066449353,0.0001352378,0.0006711889,0.0023587758,0.6535883,0.043047417,0.09305237,0.026649693,0.17250444],"study_design_scores_gemma":[0.00039726536,0.00049662485,0.00096627173,0.00009528959,0.00003232001,0.00028791066,0.00036246306,0.8253285,0.022170365,0.027569063,0.12224875,0.000045069693],"about_ca_topic_score_codex":0.0019878035,"about_ca_topic_score_gemma":0.0028129807,"teacher_disagreement_score":0.01038384,"about_ca_system_score_codex":0.0005522707,"about_ca_system_score_gemma":0.0009922831,"threshold_uncertainty_score":0.03473741},"labels":[],"label_agreement":null}]}