{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9804555883e4","filters":{"venue":"International Conference on User Modeling, Adaptation, and Personalization"}},"results":[{"id":"W2056738047","doi":"10.5555/2021855.2021861","title":"Modeling mental workload using EEG features for intelligent systems","year":2011,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Workload; Computer science; Electroencephalography; Context (archaeology); Human–computer interaction; Mental state; Cognition; Artificial intelligence; Cognitive psychology; Psychology","authors":[{"name":"Maher Chaouachi","is_ca":true},{"name":"Imène Jraidi","is_ca":true},{"name":"Claude Frasson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2640216889794745,"gpt":0.3353452037903479,"spread":0.07132351481087335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003174265,0.000516074,0.0003311362,0.0004119297,0.0001616922,0.0007537438,0.0003090379,0.0003742749,0.0007685679],"category_scores_gemma":[0.002400562,0.0002331179,0.000444616,0.0003147832,0.00009121314,0.0006129362,0.0002475173,0.0004440012,0.0001797311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002683367,"about_ca_system_score_gemma":0.0002510225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005933119,"about_ca_topic_score_gemma":0.005428392,"domain_scores_codex":[0.9998723,0.00003914353,0.00001042092,0.00003175359,0.00002650191,0.00001991978],"domain_scores_gemma":[0.9995891,0.000261347,0.000033519,0.00003043636,0.00006466912,0.00002086212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006590534,0.0004623618,0.0214596,0.0001192529,0.0002233784,0.0001866913,0.0002329174,0.7246341,0.02479185,0.001526321,0.001347427,0.2243571],"study_design_scores_gemma":[0.000003094164,0.00002317845,0.003145146,0.000002029856,0.000008859515,0.00001085509,0.000007474589,0.9955652,0.000730377,0.000426394,0.00007339562,0.000003884628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4490095,0.0003291164,0.5480009,0.0002362209,0.00006961626,0.00007247974,0.0003240726,0.0007077669,0.001250169],"genre_scores_gemma":[0.9866673,0.00007039151,0.01269982,0.000009971971,0.00001472719,0.00003079414,0.00008974116,0.00001952272,0.0003977899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005933119,"threshold_uncertainty_score":0.01179713,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2403947344","doi":"","title":"The Student Advice Recommender Agent: SARA.","year":2015,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Advice (programming); Recommender system; Computer science; World Wide Web; Medical education; Mathematics education; Psychology; Medicine","authors":[{"name":"Jim Greer","is_ca":true},{"name":"Stephanie Frost","is_ca":true},{"name":"Ryan Banow","is_ca":false},{"name":"Craig Thompson","is_ca":false},{"name":"Sara Kuleza","is_ca":true},{"name":"Ken Wilson","is_ca":false},{"name":"Gina Koehn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1423915371109932,"gpt":0.3452119152686587,"spread":0.2028203781576655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232902,0.0007801593,0.0007138504,0.0006476028,0.0005856212,0.001023739,0.001393159,0.001461285,0.01033955],"category_scores_gemma":[0.004400436,0.0005012691,0.0005059325,0.0004019996,0.0001239414,0.001215171,0.0009527894,0.001418378,0.008360991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226385,"about_ca_system_score_gemma":0.0009581111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005744911,"about_ca_topic_score_gemma":0.01059955,"domain_scores_codex":[0.9993782,0.0001381539,0.00005333408,0.0001577845,0.0002204211,0.00005199828],"domain_scores_gemma":[0.9983885,0.0003756375,0.0001155743,0.0003200063,0.0004687237,0.0003315451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001314858,0.001419082,0.02192231,0.0008562607,0.0003947953,0.0005657309,0.000519258,0.007787908,0.01983243,0.005437498,0.3095733,0.6303766],"study_design_scores_gemma":[0.0006105343,0.0008438281,0.01128109,0.0001576814,0.0004103596,0.001455677,0.0002601682,0.3369576,0.0272198,0.005853458,0.6147197,0.0002301139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1019673,0.006397008,0.5274658,0.006835659,0.00249385,0.002607546,0.0117523,0.2686269,0.07185379],"genre_scores_gemma":[0.401978,0.002342437,0.4498257,0.003001972,0.0005788933,0.0009045308,0.01905262,0.002604496,0.1197114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01033955,"threshold_uncertainty_score":0.03458929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2398227848","doi":"","title":"Adaptive Information Visualization - Predicting user characteristics and task context from eye gaze.","year":2012,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Human–computer interaction; Eye tracking; Visualization; Task (project management); Gaze; Context (archaeology); Information visualization; User interface; Data visualization; Task analysis; Visual analytics; User modeling; Artificial intelligence; Engineering","authors":[{"name":"Ben Steichen","is_ca":false},{"name":"Giuseppe Carenini","is_ca":true},{"name":"Cristina Conati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2694014997513866,"gpt":0.3953963308317035,"spread":0.1259948310803169,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136853,0.0005525239,0.0003630316,0.0008285483,0.0001906895,0.0007240291,0.000309752,0.0005356582,0.0008687116],"category_scores_gemma":[0.009130269,0.0002757561,0.0003082046,0.0005002059,0.0001469592,0.001243966,0.0004154421,0.0004499206,0.0002815499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003145105,"about_ca_system_score_gemma":0.0003086272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0040104,"about_ca_topic_score_gemma":0.005095433,"domain_scores_codex":[0.9994701,0.0002365047,0.00002413993,0.0001283346,0.0001062036,0.00003483235],"domain_scores_gemma":[0.9965196,0.002200151,0.0005366189,0.0002968567,0.0003184407,0.000128402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002169774,0.0008566917,0.3052667,0.0008308683,0.000442237,0.0002812996,0.002567625,0.03209794,0.1850612,0.001282925,0.003479157,0.4656636],"study_design_scores_gemma":[0.00008398995,0.001664911,0.6484785,0.0001233243,0.0002146993,0.0006875583,0.0007224808,0.3157997,0.02590486,0.003386616,0.002783172,0.0001500473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634178,0.001289306,0.1293651,0.0003607164,0.0000407565,0.0002005711,0.0007511472,0.001544933,0.003029638],"genre_scores_gemma":[0.974682,0.0002210175,0.02441138,0.00002926012,0.00001026342,0.00006231553,0.0002079149,0.00002620532,0.0003497364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0040104,"threshold_uncertainty_score":0.007974148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2400082606","doi":"","title":"User Task Adaptation in Multimedia Presentations.","year":2013,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Computer science; Presentation (obstetrics); Graphics; Multimedia; Adaptation (eye); Visualization; Reading (process); Scrolling; Set (abstract data type); Artificial intelligence; Linguistics; Computer graphics (images)","authors":[{"name":"Giuseppe Carenini","is_ca":true},{"name":"Cristina Conati","is_ca":true},{"name":"Enamul Hoque","is_ca":true},{"name":"Ben Steichen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09195351315500712,"gpt":0.3219189628515722,"spread":0.2299654496965651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00650708,0.00224996,0.00107204,0.001603186,0.0006045661,0.003934263,0.003084717,0.002527008,0.04225045],"category_scores_gemma":[0.05681735,0.0006904799,0.001095332,0.001009605,0.0005107241,0.004657068,0.005315799,0.001152547,0.02058684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006167414,"about_ca_system_score_gemma":0.0005551727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000729837,"about_ca_topic_score_gemma":0.0007146823,"domain_scores_codex":[0.9953606,0.002317868,0.0003148516,0.0008591338,0.0008555478,0.0002922022],"domain_scores_gemma":[0.9716696,0.01998143,0.00082661,0.00350256,0.002842007,0.001177858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004341465,0.001652808,0.005681383,0.004622461,0.0002642758,0.001337025,0.008953503,0.003646319,0.04980624,0.00356854,0.105332,0.8107941],"study_design_scores_gemma":[0.002328954,0.005126661,0.03774968,0.003195183,0.001091138,0.005641721,0.01135404,0.126568,0.07762233,0.06779242,0.6599736,0.001556232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.174954,0.006681601,0.5922034,0.002624748,0.002404094,0.008847085,0.006569174,0.1132121,0.09250394],"genre_scores_gemma":[0.57193,0.002917399,0.3463488,0.003354932,0.001046254,0.01455768,0.007423406,0.01034488,0.04207668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04225045,"threshold_uncertainty_score":0.1413419,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2404421657","doi":"","title":"Modeling trustworthiness of peer advice in a framework for presenting Web objects that supports peer commenta.","year":2012,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Limiting; World Wide Web; Presentation (obstetrics); Semantic reasoner; Similarity (geometry); Trustworthiness; Selection (genetic algorithm); Advice (programming); Value (mathematics); The Internet; Web application; Information retrieval; Internet privacy; Artificial intelligence","authors":[{"name":"John Champaign","is_ca":true},{"name":"Robin Cohen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1276412910784423,"gpt":0.3403177239681906,"spread":0.2126764328897483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008921872,0.0009439928,0.001075553,0.001804563,0.001685164,0.003066395,0.002661333,0.003575242,0.003737797],"category_scores_gemma":[0.04314736,0.00115574,0.001505835,0.001146239,0.002179506,0.004646907,0.001901129,0.002182313,0.0008801147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00323661,"about_ca_system_score_gemma":0.002683615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02227985,"about_ca_topic_score_gemma":0.01928079,"domain_scores_codex":[0.9948738,0.002592809,0.0002360321,0.0009394792,0.001005198,0.0003526706],"domain_scores_gemma":[0.9729355,0.01833873,0.002301073,0.002396638,0.002851455,0.001176596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003970343,0.0003488927,0.004811518,0.0001974133,0.0001607085,0.0003707697,0.001965588,0.8445791,0.004327728,0.101275,0.001367048,0.04019917],"study_design_scores_gemma":[0.00003066294,0.00007898667,0.0003747295,0.00001092998,0.00003409677,0.00004527749,0.00008424654,0.9800734,0.0003218803,0.01796073,0.0009650682,0.00001998551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07238661,0.0003460351,0.9206197,0.0006520678,0.00006134982,0.0003233764,0.0001144421,0.0004895157,0.005006897],"genre_scores_gemma":[0.7165412,0.0002344664,0.2756536,0.00009611907,0.00008296657,0.0003494008,0.0001329147,0.0000940268,0.00681536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02227985,"threshold_uncertainty_score":0.04718393,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058274978","doi":"10.5555/2021855.2021873","title":"Leveraging collaborative filtering to tag-based personalized search","year":2011,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Social media; Collaborative filtering; Information retrieval; Ranking (information retrieval); World Wide Web; Personalized search; Personalization; Topic model; Recommender system","authors":[{"name":"Heung-Nam Kim","is_ca":true},{"name":"Majdi Rawashdeh","is_ca":true},{"name":"Abdulmotaleb El Saddik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2071017731377584,"gpt":0.317722292630621,"spread":0.1106205194928626,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003990612,0.001112295,0.002583971,0.00370742,0.001293858,0.002595393,0.002084346,0.002242985,0.002107859],"category_scores_gemma":[0.01630571,0.0009158494,0.001874774,0.004273115,0.0006432866,0.004468215,0.001558214,0.001874078,0.002193045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006872307,"about_ca_system_score_gemma":0.001051874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158176,"about_ca_topic_score_gemma":0.02847911,"domain_scores_codex":[0.9955663,0.001708705,0.0002681556,0.0008568859,0.001310948,0.0002889987],"domain_scores_gemma":[0.987326,0.007436912,0.0004197123,0.002618418,0.001942327,0.0002565925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001207919,0.001943861,0.01974803,0.0005276405,0.001533507,0.00044764,0.0009677731,0.1277128,0.02580919,0.01539313,0.01763008,0.7870783],"study_design_scores_gemma":[0.00003799026,0.0002056844,0.00233229,0.00002816065,0.0002383969,0.0002443789,0.00007504509,0.9777595,0.005153516,0.01080423,0.003046622,0.00007419229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06664041,0.002717409,0.9221311,0.0006742051,0.0004341346,0.0001868419,0.0003745639,0.001867534,0.004973873],"genre_scores_gemma":[0.749397,0.001165295,0.2403191,0.0003749697,0.0005065528,0.0001226278,0.0007129628,0.0001950543,0.007206391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01158176,"threshold_uncertainty_score":0.02302867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W78210347","doi":"","title":"Developing a scale for assessing instructor attitudes towards open learner models.","year":2012,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Scale (ratio); Computer science; Mathematics education; Psychology","authors":[{"name":"Carrie Demmans Epp","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2877334313160527,"gpt":0.3777953652549678,"spread":0.0900619339389151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009722134,0.0003953842,0.0003164674,0.001866832,0.0005267534,0.001043667,0.001014044,0.0008573168,0.002278403],"category_scores_gemma":[0.03223309,0.0003061339,0.00067152,0.0008465564,0.0004656221,0.001623967,0.001706464,0.00147553,0.001270685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006685201,"about_ca_system_score_gemma":0.001775054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007480586,"about_ca_topic_score_gemma":0.001504035,"domain_scores_codex":[0.9944764,0.002081284,0.0006618643,0.0002059363,0.002382507,0.0001920883],"domain_scores_gemma":[0.9783292,0.008849162,0.002225168,0.001101446,0.007782049,0.001712847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000432182,0.002306432,0.3895319,0.0007521182,0.0001776439,0.0002972985,0.01584318,0.001941272,0.01664948,0.005700917,0.03040857,0.5359589],"study_design_scores_gemma":[0.000755857,0.006728142,0.7475376,0.001196902,0.0002325644,0.001702748,0.02824426,0.02650764,0.01783678,0.01695341,0.1518614,0.0004426967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8133554,0.0007188224,0.1222792,0.002379763,0.0008712627,0.01600668,0.003290922,0.001124593,0.03997337],"genre_scores_gemma":[0.5986215,0.0005187652,0.3729845,0.0006912794,0.0001007323,0.01726471,0.002839824,0.0001031766,0.006875407],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009722134,"threshold_uncertainty_score":0.05141616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2405843357","doi":"","title":"Learning from a network of peers via peer-driven adjustment of a corpus.","year":2012,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Similarity (geometry); Set (abstract data type); Probabilistic logic; Personalized learning; Order (exchange); Peer-to-peer; Value (mathematics); World Wide Web; Artificial intelligence; Multimedia; Machine learning; Mathematics education; Cooperative learning; Open learning; Teaching method","authors":[{"name":"John Champaign","is_ca":true},{"name":"Robin Cohen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0823489160565354,"gpt":0.2950400878113604,"spread":0.212691171754825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003251961,0.0007110707,0.0009178355,0.0008509353,0.001300108,0.001666299,0.00281621,0.001110689,0.003927858],"category_scores_gemma":[0.01595461,0.0005417996,0.0006005976,0.0007789978,0.00104089,0.004257612,0.003545631,0.001294641,0.001361052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007161617,"about_ca_system_score_gemma":0.001031765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001888607,"about_ca_topic_score_gemma":0.002847428,"domain_scores_codex":[0.9980806,0.0008316793,0.00006565302,0.0005005996,0.0004333653,0.00008811642],"domain_scores_gemma":[0.9941369,0.003155042,0.0003140201,0.001273566,0.0006570626,0.0004634088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000688219,0.001383584,0.01253637,0.0005776855,0.0003707458,0.0009926301,0.006209651,0.4159936,0.04625382,0.05432831,0.009263638,0.4514017],"study_design_scores_gemma":[0.00007366191,0.0003207683,0.002379881,0.00003094503,0.00008314779,0.0002859338,0.0009142354,0.932178,0.00612231,0.04211685,0.01542322,0.00007120178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1302832,0.0002687544,0.8571628,0.0004686888,0.00009985938,0.0007943445,0.0001116904,0.00169075,0.009119977],"genre_scores_gemma":[0.7161995,0.0002405277,0.2736916,0.0001366032,0.0001084066,0.0009705561,0.0003775677,0.0003062409,0.007969052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003927858,"threshold_uncertainty_score":0.0171982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2397758814","doi":"","title":"Modeling Mobile User Planning-Context.","year":2014,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science; Context (archaeology); Human–computer interaction","authors":[{"name":"Chad Williams","is_ca":false},{"name":"Sean Doherty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1077148405547042,"gpt":0.3029004451947931,"spread":0.1951856046400889,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009771413,0.0007252386,0.0004712218,0.0007503468,0.0004621976,0.001719755,0.001049073,0.0008499771,0.003826829],"category_scores_gemma":[0.006668789,0.0006205199,0.0007432218,0.0006561227,0.0005334691,0.001946678,0.001306647,0.0008864918,0.0007869157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009739835,"about_ca_system_score_gemma":0.001693996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02809798,"about_ca_topic_score_gemma":0.04344375,"domain_scores_codex":[0.9992388,0.0004001092,0.00003525701,0.000136858,0.0001077642,0.00008117418],"domain_scores_gemma":[0.9984137,0.0009884209,0.0001041009,0.000166155,0.0002214165,0.0001061626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003646081,0.0002533155,0.0188848,0.0004708488,0.0001942919,0.0004751832,0.001724821,0.7611254,0.00249976,0.09163,0.006340479,0.1160365],"study_design_scores_gemma":[0.00001452914,0.00005308717,0.001299751,0.00004289759,0.00006401283,0.00007277196,0.0002374593,0.9699761,0.0005822345,0.02297984,0.004662056,0.00001540192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1100271,0.002864812,0.8619658,0.001130118,0.0001538197,0.0002582761,0.001130055,0.001305454,0.02116446],"genre_scores_gemma":[0.8889595,0.001034444,0.1036067,0.00008508581,0.00003822072,0.0002241037,0.0005501304,0.0001287887,0.005373109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02809798,"threshold_uncertainty_score":0.05586886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2405263560","doi":"","title":"Personalized presentation of multimedia objects for home healthcare environments: a peer-based intelligent tutoring approach.","year":2012,"lang":"en","type":"article","venue":"International Conference on User Modeling, Adaptation, and Personalization","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Presentation (obstetrics); Multimedia; Curriculum; Value (mathematics); Health care; Intelligent tutoring system; Personalized learning; Human–computer interaction; Order (exchange); World Wide Web; Teaching method; Open learning; Cooperative learning; Machine learning; Mathematics education; Psychology","authors":[{"name":"John Champaign","is_ca":true},{"name":"Robin Cohen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1333079331296142,"gpt":0.318181196506369,"spread":0.1848732633767548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002256572,0.0007695566,0.0007157091,0.0009258484,0.0006350048,0.002229386,0.0027498,0.001849421,0.002687562],"category_scores_gemma":[0.01017774,0.0004319279,0.0007312619,0.000493055,0.000737379,0.003279646,0.001949828,0.0008950458,0.0009674564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006854825,"about_ca_system_score_gemma":0.0007535933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409466,"about_ca_topic_score_gemma":0.002282585,"domain_scores_codex":[0.9980797,0.0008362222,0.0001156949,0.0004036753,0.0004853114,0.00007951701],"domain_scores_gemma":[0.9962391,0.001689528,0.0003702476,0.0007226228,0.00069283,0.0002856567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006211416,0.001020042,0.01491901,0.0007734568,0.0004280852,0.001477579,0.005561695,0.1911561,0.04623039,0.03919941,0.008340021,0.690273],"study_design_scores_gemma":[0.0000538481,0.0003520709,0.002887916,0.00007512426,0.0001569707,0.0008377819,0.0009716458,0.9182166,0.01627827,0.04067039,0.01941608,0.00008331825],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03194833,0.0002664596,0.9597049,0.0004200989,0.00002994856,0.0002739689,0.00009939117,0.002642359,0.004614495],"genre_scores_gemma":[0.5965346,0.0002767718,0.3986354,0.0001264044,0.00005786786,0.0002006643,0.0002599254,0.0001661853,0.003742198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0027498,"threshold_uncertainty_score":0.01193404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}