{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":465,"total_is_capped":false,"direct_labels_cover":5,"predictions_cover":465,"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":"752e58e57542","filters":{"topic":"Personal Information Management and User Behavior"}},"results":[{"id":"W2155735325","doi":"10.1023/a:1021271517844","title":"A Descriptive Framework of Workspace Awareness for Real-Time Groupware","year":2002,"lang":"en","type":"article","venue":"Computer Supported Cooperative Work (CSCW)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":1149,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"","keywords":"Workspace; Collaborative software; Computer science; Usability; Human–computer interaction; Computer-supported cooperative work; Set (abstract data type); Knowledge management; Perception; Work (physics); Psychology; Artificial intelligence; Engineering; Robot","authors":[{"name":"Carl Gutwin","is_ca":true},{"name":"Saul Greenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.218270241405118,"gpt":0.3879302687581194,"spread":0.1696600273530013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002954189,0.0007808614,0.0006090899,0.00247779,0.001806618,0.006845249,0.003077046,0.002503655,0.006496488],"category_scores_gemma":[0.005093909,0.0008230923,0.001250843,0.002302075,0.007169666,0.009594353,0.002451987,0.00263419,0.001456751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803305,"about_ca_system_score_gemma":0.002376051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004946303,"about_ca_topic_score_gemma":0.003023504,"domain_scores_codex":[0.9977441,0.0007307092,0.0003246045,0.0004705401,0.0004598803,0.000270225],"domain_scores_gemma":[0.9965113,0.001369806,0.0004224532,0.0009461959,0.0005511884,0.00019914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005295716,0.0000236982,0.0002560501,0.00004516731,0.000005682395,0.00008174744,0.001241257,0.0009450337,0.0004672812,0.9904885,0.0005134958,0.005926819],"study_design_scores_gemma":[0.00001454219,0.00004976808,0.000738032,0.0001203622,0.00003076603,0.0005548667,0.001291214,0.01497864,0.00149035,0.9325077,0.04818906,0.00003466423],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007050643,0.0005669845,0.9600743,0.001076213,0.00006432982,0.0001792124,0.0002837691,0.0004819563,0.03022264],"genre_scores_gemma":[0.4144419,0.0008451472,0.570681,0.0004335591,0.0001836392,0.001274065,0.0009690817,0.0001952787,0.01097644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006845249,"threshold_uncertainty_score":0.02173293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243906228","doi":"10.1016/j.tics.2016.07.002","title":"Cognitive Offloading","year":2016,"lang":"en","type":"review","venue":"Trends in Cognitive Sciences","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":933,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Cognition; Psychology; Task (project management); Metacognition; Cognitive psychology; Cognitive science; Action (physics); Information processing; Human–computer interaction; Computer science; Neuroscience","authors":[{"name":"Evan F. Risko","is_ca":true},{"name":"Sam J. Gilbert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7930588080300699,"gpt":0.6222863966444492,"spread":0.1707724113856207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005239844,0.001157486,0.001059357,0.001568696,0.0004046251,0.002140621,0.001338448,0.0009661544,0.01264926],"category_scores_gemma":[0.001867143,0.0001953267,0.0006449198,0.00157945,0.000678067,0.0022291,0.001450012,0.001337658,0.003142554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005481923,"about_ca_system_score_gemma":0.00139104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754762,"about_ca_topic_score_gemma":0.0020475,"domain_scores_codex":[0.9996675,0.00004436869,0.00002676949,0.0000706868,0.0001316354,0.00005892454],"domain_scores_gemma":[0.9994204,0.000333471,0.0000534488,0.00005091237,0.0001043865,0.0000373879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009780622,0.0001057265,0.0001872498,0.003869772,0.00005545855,0.0001085697,0.0000431546,0.0003765629,0.0009242215,0.006961832,0.01280087,0.9744686],"study_design_scores_gemma":[0.0001094006,0.0003367937,0.004011556,0.009986462,0.0005064695,0.002713506,0.0002797038,0.002792312,0.005243639,0.04286239,0.9310538,0.0001039823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003155628,0.9571812,0.01037888,0.0008759085,0.001429002,0.00006305402,0.000142227,0.0001530817,0.0266209],"genre_scores_gemma":[0.04039005,0.9299941,0.007002888,0.001632375,0.001674963,0.0001366172,0.0004324859,0.00005332841,0.01868325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01264926,"threshold_uncertainty_score":0.04231602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142120967","doi":"10.1111/j.1553-2712.2000.tb00469.x","title":"Emergency Department Workplace Interruptions Are Emergency Physicians “Interrupt‐driven” and “Multitasking”?","year":2000,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":617,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Medicine; Human multitasking; Emergency department; Medical emergency; Workload; Emergency medicine; Triage; Task (project management); Nursing","authors":[{"name":"Carey D. Chisholm","is_ca":false},{"name":"Edgar K. Collison","is_ca":true},{"name":"David R Nelson","is_ca":false},{"name":"William H. Cordell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2134531356109088,"gpt":0.4573941606210744,"spread":0.2439410250101657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001923403,0.0002613557,0.0003460785,0.0009753253,0.0004421831,0.001045872,0.0004920416,0.00128435,0.002033851],"category_scores_gemma":[0.0356673,0.000273574,0.0004148425,0.0008128777,0.0007259553,0.001073335,0.000566265,0.0006511599,0.0003293919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004245261,"about_ca_system_score_gemma":0.0005155395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147165,"about_ca_topic_score_gemma":0.002400714,"domain_scores_codex":[0.9976421,0.0007771536,0.0003165792,0.0002932521,0.0006816715,0.0002891412],"domain_scores_gemma":[0.9661774,0.009646342,0.01932041,0.0008345455,0.002239451,0.001781853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002059225,0.0001136987,0.9870674,0.00005215222,0.00004624645,0.0003171482,0.0009356623,0.00004877128,0.0001272092,0.00005705041,0.0004146954,0.01061407],"study_design_scores_gemma":[0.00001254952,0.0001159889,0.9964224,0.00006891123,0.00002215707,0.001077164,0.001354129,0.0001888145,0.00004326047,0.0001147119,0.0005712803,0.000008802872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959356,0.001444501,0.00040609,0.0008341569,0.00004723257,0.00001784398,0.00008221449,0.00001524005,0.001217152],"genre_scores_gemma":[0.9991798,0.0002950108,0.0001668346,0.0001358192,0.00006718066,0.000008477869,0.00007316445,0.000001743567,0.00007191078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002147165,"threshold_uncertainty_score":0.01017201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2130344546","doi":"10.1145/1181775.1181777","title":"Using task context to improve programmer productivity","year":2006,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":447,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Programmer; Computer science; Task (project management); Context (archaeology); Human–computer interaction; Task switching; Task management; Task analysis; Software engineering; Programming language; Systems engineering; Engineering","authors":[{"name":"Mik Kersten","is_ca":true},{"name":"Gail C. Murphy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3139545480922422,"gpt":0.4520012210452668,"spread":0.1380466729530246,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005027579,0.0005617177,0.0004645751,0.001599025,0.0008951256,0.002134683,0.0008120554,0.0007225543,0.001537121],"category_scores_gemma":[0.045585,0.0004095126,0.000417885,0.0009335753,0.0005290035,0.002743376,0.002168424,0.000686879,0.000402433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000660427,"about_ca_system_score_gemma":0.001697084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002371377,"about_ca_topic_score_gemma":0.003713833,"domain_scores_codex":[0.9950483,0.002754184,0.0002759364,0.0006360069,0.0009884988,0.0002970589],"domain_scores_gemma":[0.9687262,0.0184707,0.004263112,0.004751013,0.002279161,0.001509813],"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":[0.001119462,0.001651956,0.1678364,0.0006455542,0.000144667,0.0002492685,0.009042477,0.00775632,0.02332004,0.006161038,0.006812762,0.7752601],"study_design_scores_gemma":[0.00104889,0.007334387,0.6116959,0.0009046085,0.00104377,0.001614229,0.01296629,0.1715698,0.04597275,0.06274844,0.08235516,0.0007459026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751929,0.001225786,0.109658,0.001478831,0.00009906882,0.0002199752,0.0001800405,0.002274927,0.00967036],"genre_scores_gemma":[0.9464891,0.0002220941,0.05195558,0.0001753966,0.0000475606,0.000129496,0.0001243014,0.0000783537,0.00077807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005027579,"threshold_uncertainty_score":0.02658868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W583781945","doi":"10.1016/j.concog.2015.05.014","title":"Storing information in-the-world: Metacognition and cognitive offloading in a short-term memory task","year":2015,"lang":"en","type":"article","venue":"Consciousness and Cognition","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":193,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Psychology; Task (project management); Metacognition; Cognitive psychology; Cognition; Term (time); Short-term memory; Long-term memory; Information processing; Working memory; Neuroscience","authors":[{"name":"Evan F. Risko","is_ca":true},{"name":"Timothy L. Dunn","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1815401190474564,"gpt":0.3977281976300711,"spread":0.2161880785826146,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001139688,0.0007528813,0.0007710268,0.000414654,0.0004136229,0.002623612,0.001296448,0.0009493975,0.003671916],"category_scores_gemma":[0.0128964,0.0006732955,0.0002594693,0.0004993989,0.0005934785,0.002535417,0.001287397,0.00145065,0.0004098684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205573,"about_ca_system_score_gemma":0.0009379127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145685,"about_ca_topic_score_gemma":0.001566676,"domain_scores_codex":[0.9992981,0.0001465362,0.00009698745,0.0001679782,0.0002276135,0.00006281042],"domain_scores_gemma":[0.993576,0.00367903,0.001027049,0.001022897,0.000194782,0.0005002799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03383567,0.0180962,0.07940041,0.001352231,0.0009249398,0.0006053,0.008131452,0.008195947,0.5554575,0.006411483,0.002254386,0.2853344],"study_design_scores_gemma":[0.002863928,0.01772529,0.6841674,0.0002193728,0.001276532,0.0009947538,0.002291256,0.1344522,0.116792,0.03465256,0.004050462,0.0005143081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968007,0.00004236039,0.001990729,0.00004344651,0.00001680398,0.00005677984,0.00005739153,0.00003025216,0.0009615807],"genre_scores_gemma":[0.9940826,0.0000852576,0.00409949,0.00006716907,0.00001707407,0.0001308923,0.0001553325,0.00003914826,0.001323123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003671916,"threshold_uncertainty_score":0.0122838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2132471143","doi":"10.1145/1357054.1357177","title":"It's on my other computer!","year":2008,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":188,"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":"Computer science; Variety (cybernetics); Synchronization (alternating current); Work (physics); Mobile device; Human–computer interaction; Constraint (computer-aided design); World Wide Web; Engineering; Telecommunications; Artificial intelligence","authors":[{"name":"David Dearman","is_ca":true},{"name":"Jeffery S. Pierce","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4365672642255375,"gpt":0.4482500437891762,"spread":0.01168277956363861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004028165,0.0006774967,0.0003516254,0.0007068915,0.002756634,0.002821844,0.0006733048,0.001176806,0.2566379],"category_scores_gemma":[0.00353611,0.0002402976,0.0004316728,0.0006324596,0.0008214195,0.003357781,0.002270626,0.001568171,0.1558616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003684238,"about_ca_system_score_gemma":0.0003954971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002927826,"about_ca_topic_score_gemma":0.004224074,"domain_scores_codex":[0.9995192,0.0001361284,0.00001445333,0.00005898417,0.0001434633,0.0001278328],"domain_scores_gemma":[0.9988649,0.0001544947,0.00007154328,0.0001001956,0.0002666323,0.0005422327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009302556,0.0001170783,0.003694489,0.0001668035,0.00002089982,0.0004624448,0.002818677,0.00007329204,0.001171558,0.00317929,0.8470964,0.141106],"study_design_scores_gemma":[0.00001554735,0.00009600195,0.003913239,0.0001713902,0.00001711649,0.0009667379,0.005544813,0.0001993276,0.0004092633,0.001576141,0.9870446,0.00004577379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04731752,0.003648988,0.01226379,0.04249021,0.00573294,0.0003761032,0.001882221,0.00443919,0.881849],"genre_scores_gemma":[0.1651441,0.003859305,0.01026447,0.01868221,0.001001165,0.0003111089,0.001734713,0.001000144,0.7980029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2566379,"threshold_uncertainty_score":0.8585394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043440167","doi":"10.1080/08959281003621703","title":"Time for Reflection: A Critical Examination of Polychronicity","year":2010,"lang":"en","type":"article","venue":"Human Performance","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":172,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Psychology; Human multitasking; Construct (python library); Social psychology; Work (physics); Cognitive psychology; Computer science","authors":[{"name":"Cornelius J. König","is_ca":false},{"name":"Mary J. Waller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2555028673101452,"gpt":0.4748234756576989,"spread":0.2193206083475537,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04221951,0.0005785525,0.0006027828,0.006716226,0.00790746,0.009235743,0.002416169,0.001669265,0.002156492],"category_scores_gemma":[0.1343466,0.0005161744,0.0007002726,0.004031076,0.0202072,0.01127633,0.01300407,0.006940203,0.000156349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008908011,"about_ca_system_score_gemma":0.01098748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003928755,"about_ca_topic_score_gemma":0.005107731,"domain_scores_codex":[0.966567,0.02349906,0.001643523,0.002322685,0.004308272,0.001659467],"domain_scores_gemma":[0.8515486,0.1025588,0.0129566,0.010256,0.01939332,0.003286734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001037922,0.00006322213,0.01874377,0.0005258063,0.00003593155,0.0009290976,0.7959085,0.0001245221,0.001529679,0.1190883,0.004260696,0.05868677],"study_design_scores_gemma":[0.00001684747,0.00009552792,0.02802172,0.00141561,0.00003872415,0.001018613,0.8104568,0.0006918482,0.001136132,0.04765247,0.1093684,0.00008742124],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7244597,0.007941335,0.07159687,0.06426082,0.001991102,0.001622089,0.0002471949,0.0002928388,0.1275881],"genre_scores_gemma":[0.9824158,0.001301659,0.01132209,0.001955459,0.0002062997,0.0005195828,0.0000646226,0.0001099976,0.002104403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04221951,"threshold_uncertainty_score":0.2232807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230725350","doi":"10.1145/2449396","title":"Proceedings of the 2013 international conference on Intelligent user interfaces","year":2013,"lang":"en","type":"paratext","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":168,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Social media; World Wide Web; The arts; Pleasure; Visual arts; Psychology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3317327798228576,"gpt":0.4417091652681996,"spread":0.109976385445342,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004021397,0.00259608,0.002832695,0.001418701,0.001265324,0.008947717,0.002838407,0.003999853,0.1458687],"category_scores_gemma":[0.01089249,0.0006439231,0.00114039,0.001115037,0.001417395,0.007093124,0.004623934,0.00437719,0.07450259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015405,"about_ca_system_score_gemma":0.001543579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453953,"about_ca_topic_score_gemma":0.002528066,"domain_scores_codex":[0.9956253,0.001380965,0.0004441804,0.0007047761,0.001523245,0.0003216382],"domain_scores_gemma":[0.996936,0.000975802,0.00009275074,0.0003913236,0.001272706,0.0003315629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003322067,0.0002967503,0.0006670554,0.0007817352,0.0001481341,0.0003118423,0.0006792131,0.0003996234,0.005014328,0.006148788,0.6300327,0.3551876],"study_design_scores_gemma":[0.00004663123,0.0001171712,0.001793171,0.0005946439,0.00008746307,0.0004450756,0.0004948547,0.004701976,0.00157886,0.007376995,0.9826831,0.00008010418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02192959,0.1225711,0.2830442,0.02350501,0.07487189,0.002814249,0.005998423,0.0277591,0.4375064],"genre_scores_gemma":[0.1211019,0.06585794,0.1637178,0.01851536,0.01371536,0.003850274,0.0240299,0.003717002,0.5854945],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8541313,"threshold_uncertainty_score":0.4879795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077741862","doi":"10.1002/asi.23273","title":"Investigating serendipity: How it unfolds and what may influence it","year":2015,"lang":"en","type":"article","venue":"Journal of the Association for Information Science and Technology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Networks of Centres of Excellence of Canada; Dalhousie University; Canada Foundation for Innovation; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Serendipity; Perception; Epistemology; Psychology; Variety (cybernetics); Computer science; Artificial intelligence","authors":[{"name":"Lori McCay‐Peet","is_ca":true},{"name":"Elaine G. Toms","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1533377115994164,"gpt":0.3974173590987524,"spread":0.244079647499336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008592189,0.0004863701,0.0003802392,0.00174912,0.00386931,0.008586878,0.0008842899,0.0009218393,0.002215341],"category_scores_gemma":[0.02481365,0.0003311741,0.0004855225,0.001213112,0.008603403,0.007089699,0.006596156,0.002009117,0.0003158242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002107883,"about_ca_system_score_gemma":0.002164852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203132,"about_ca_topic_score_gemma":0.002814592,"domain_scores_codex":[0.9937246,0.004231626,0.0001953684,0.0004513288,0.0006050738,0.0007919184],"domain_scores_gemma":[0.9825656,0.01070931,0.002893993,0.001071809,0.0011173,0.001641948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001145128,0.0001002353,0.05990319,0.0003026673,0.00004792711,0.001191816,0.8877204,0.0001917752,0.00213009,0.01965676,0.0008063679,0.02783432],"study_design_scores_gemma":[0.000005686832,0.00009244193,0.05879789,0.0003667733,0.00002535773,0.0004673727,0.914122,0.0003509967,0.00116108,0.009276936,0.01528393,0.00004954042],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651248,0.001136692,0.006231298,0.002448891,0.00007938368,0.00008126102,0.0000513813,0.00004398536,0.02480234],"genre_scores_gemma":[0.9979412,0.0003850617,0.0007461185,0.000111355,0.00001564003,0.00002229346,0.0000187287,0.00001406087,0.0007457192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008592189,"threshold_uncertainty_score":0.04544038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988136222","doi":"10.1108/00251740810911966","title":"The multi‐tasking paradox: perceptions, problems and strategies","year":2008,"lang":"en","type":"article","venue":"Management Decision","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":145,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"World Federation of Science Journalists; Concordia University","funders":"","keywords":"Human multitasking; Perception; Productivity; Context (archaeology); Task (project management); Structuring; Information technology; Phenomenon; Coping (psychology); Knowledge management; Psychology; Computer science; Marketing; Business; Cognitive psychology; Management; Economics","authors":[{"name":"Steven H. Appelbaum","is_ca":true},{"name":"Adam Marchionni","is_ca":true},{"name":"Arturo Fernández","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2892478096728796,"gpt":0.4223368785092016,"spread":0.133089068836322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01491251,0.0004360462,0.0007915515,0.002710309,0.003628992,0.008666145,0.001981299,0.003150789,0.00166026],"category_scores_gemma":[0.03221617,0.000366385,0.0005045887,0.002345808,0.01316432,0.007614786,0.005900213,0.003896863,0.0002026348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00335412,"about_ca_system_score_gemma":0.004472187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003598404,"about_ca_topic_score_gemma":0.002368967,"domain_scores_codex":[0.9886525,0.007395261,0.0003984347,0.0007501063,0.002127009,0.0006766343],"domain_scores_gemma":[0.9757311,0.01792418,0.002508265,0.0006567474,0.001473986,0.001705813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009027831,0.0005052023,0.05802139,0.0008820051,0.00007049755,0.00200992,0.6283868,0.000482897,0.000775563,0.1876907,0.007472596,0.1136121],"study_design_scores_gemma":[0.00003064344,0.000101518,0.01904922,0.0007274199,0.00002216625,0.001945621,0.8190116,0.002612633,0.0002006246,0.1325853,0.02364056,0.00007253321],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7960895,0.01745908,0.01855148,0.1083308,0.0004552446,0.0001941401,0.00005924039,0.00008408876,0.05877652],"genre_scores_gemma":[0.9926333,0.001803285,0.002251547,0.002338498,0.0000834491,0.00007711299,0.00001536015,0.00001440176,0.0007831351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491251,"threshold_uncertainty_score":0.07886577,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769053988","doi":"10.1037/apl0000278","title":"When daily planning improves employee performance: The importance of planning type, engagement, and interruptions.","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Psychology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":138,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"PsycINFO; Psychology; Plan (archaeology); Task (project management); Work (physics); Work engagement; Applied psychology; Experience sampling method; Employee engagement; Operations management; Social psychology; Process management; MEDLINE; Public relations; Business; Management","authors":[{"name":"Michael R. Parke","is_ca":false},{"name":"Justin M. Weinhardt","is_ca":true},{"name":"Andrew Brodsky","is_ca":false},{"name":"Subrahmaniam Tangirala","is_ca":false},{"name":"Sanford E. DeVoe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3464023032602063,"gpt":0.4907225706209263,"spread":0.14432026736072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749377,0.0001613571,0.0002142292,0.0002772236,0.0002992036,0.00111371,0.00039696,0.0005601793,0.002179811],"category_scores_gemma":[0.01824747,0.0001387182,0.0002401299,0.00048431,0.0004263009,0.0007756806,0.0006243263,0.0006735114,0.0001862483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004738798,"about_ca_system_score_gemma":0.0006346397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001875691,"about_ca_topic_score_gemma":0.004351282,"domain_scores_codex":[0.9989963,0.000535946,0.00005156284,0.0001219533,0.0002053852,0.00008878513],"domain_scores_gemma":[0.9860696,0.009008548,0.003097445,0.0005878147,0.0003426317,0.0008939906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001726277,0.003108396,0.664248,0.0005865787,0.0003511259,0.0001307506,0.004197428,0.001099966,0.004883818,0.0008769121,0.001658651,0.317132],"study_design_scores_gemma":[0.00003240423,0.00154735,0.9936777,0.00009414717,0.0001051163,0.00004703362,0.001301143,0.001096801,0.0006259934,0.0007815484,0.0006759385,0.00001482827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951317,0.0007682751,0.0006512358,0.0005074692,0.00002028604,0.00003816979,0.00009273558,0.0000132909,0.00277682],"genre_scores_gemma":[0.9985765,0.0002557904,0.0007571558,0.00008979558,0.00001009973,0.00002625713,0.00005339237,0.000003747811,0.0002272182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002179811,"threshold_uncertainty_score":0.009251714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807423832","doi":"10.25300/misq/2018/13157","title":"E-Mail Interruptions and Individual Performance: Is There a Silver Lining?1","year":2018,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":137,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Queen's University","funders":"","keywords":"Computer science; Work (physics); Psychology; Internet privacy; Engineering","authors":[{"name":"Shamel Addas","is_ca":true},{"name":"Alain Pinsonneault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2549806676656497,"gpt":0.4186237159090732,"spread":0.1636430482434235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01445846,0.0005595936,0.001112452,0.001464866,0.0005077617,0.002493179,0.001180729,0.001544105,0.002749436],"category_scores_gemma":[0.05025395,0.000444385,0.002088723,0.002250882,0.001283993,0.001595249,0.001319585,0.001466408,0.0003092445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007675945,"about_ca_system_score_gemma":0.0007277046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003560536,"about_ca_topic_score_gemma":0.002401628,"domain_scores_codex":[0.9895691,0.006845265,0.0008886284,0.001240966,0.001167795,0.0002882597],"domain_scores_gemma":[0.8964937,0.07839806,0.01672668,0.003495375,0.003555706,0.001330432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001704371,0.0004876068,0.8639484,0.006299372,0.010545,0.0001150532,0.003067684,0.0004251276,0.0002184633,0.001165998,0.001922632,0.1101003],"study_design_scores_gemma":[0.00006709018,0.0009576991,0.9860501,0.002686867,0.004298891,0.0001165522,0.001209873,0.0003403905,0.0002109727,0.001249424,0.002763758,0.00004847685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7578741,0.226869,0.002808953,0.004212323,0.0006753845,0.0001205373,0.0008944623,0.00005659409,0.006488646],"genre_scores_gemma":[0.9772465,0.01866973,0.001237045,0.0008379147,0.0007077928,0.0001166532,0.0003963965,0.00001717541,0.0007707312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445846,"threshold_uncertainty_score":0.07646459,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2027619182","doi":"10.1145/1357054.1357249","title":"Impact of screen size on performance, awareness, and user satisfaction with adaptive graphical user interfaces","year":2008,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":137,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Center for Advanced Study, University of Illinois at Urbana-Champaign; Natural Sciences and Engineering Research Council of Canada","keywords":"Personalization; Computer science; Display size; Human–computer interaction; Graphical user interface; User interface; Set (abstract data type); User satisfaction; Multimedia; Interface (matter); User interface design; User experience design; Display device; World Wide Web; Operating system","authors":[{"name":"Leah Findlater","is_ca":true},{"name":"Joanna McGrenere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1650409893412046,"gpt":0.392341459757584,"spread":0.2273004704163794,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001837132,0.000332833,0.0003367657,0.0003253332,0.0002114142,0.000745192,0.0002087457,0.0003414228,0.003071609],"category_scores_gemma":[0.01814168,0.0001414738,0.0004723447,0.000305797,0.00036729,0.0004403455,0.0003961108,0.0004277503,0.000352982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688594,"about_ca_system_score_gemma":0.0001716529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001291596,"about_ca_topic_score_gemma":0.001173124,"domain_scores_codex":[0.9983857,0.0008010583,0.0001308461,0.0001247536,0.0004139475,0.000143835],"domain_scores_gemma":[0.9834553,0.01186143,0.001548799,0.0006281322,0.001158205,0.001348127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01293459,0.008341279,0.7792688,0.0003751042,0.0005015848,0.0005479732,0.005296331,0.003116812,0.03220978,0.0002948376,0.001134091,0.1559788],"study_design_scores_gemma":[0.0001792717,0.007404017,0.9854416,0.00001214268,0.0001444467,0.0002155232,0.000873425,0.002800247,0.002347443,0.0001634868,0.0003849896,0.00003354414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987246,0.00004965611,0.0001879898,0.00002160033,0.000004247852,0.00001168952,0.000021827,0.000009714617,0.0009686762],"genre_scores_gemma":[0.9992618,0.00002983783,0.0002122362,0.00001744591,0.000006746627,0.00001156288,0.00003935373,0.000006246719,0.000414784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003071609,"threshold_uncertainty_score":0.01027554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2020731303","doi":"10.2753/jec1086-4415170202","title":"Using Recommendation Agents to Cope with Information Overload","year":2012,"lang":"en","type":"article","venue":"International Journal of Electronic Commerce","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":128,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal; Royal Bank of Canada","funders":"","keywords":"Information overload; Interactivity; Decision quality; Product (mathematics); Computer science; Quality (philosophy); Recommender system; Information quality; Marketing; Knowledge management; Information system; Business; World Wide Web","authors":[{"name":"Muhammad Aljukhadar","is_ca":true},{"name":"Sylvain Sénécal","is_ca":true},{"name":"Charles-Etienne Daoust","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.290491872201308,"gpt":0.4871180956026505,"spread":0.1966262234013424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006697617,0.0009790107,0.001021533,0.002405681,0.0009621369,0.003586062,0.001193939,0.001419926,0.002030764],"category_scores_gemma":[0.04235359,0.0006174887,0.0006839869,0.001451494,0.0006609021,0.00509489,0.001737392,0.001312269,0.0005635582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007070219,"about_ca_system_score_gemma":0.001222815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002530399,"about_ca_topic_score_gemma":0.002418826,"domain_scores_codex":[0.9951637,0.002472963,0.0004905075,0.0005005333,0.001190062,0.0001822353],"domain_scores_gemma":[0.9579568,0.03236948,0.003509288,0.003193001,0.002238277,0.0007332345],"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":[0.001923844,0.004525544,0.120919,0.001122973,0.0011123,0.0006750713,0.01100395,0.0511419,0.02266431,0.02341451,0.003332913,0.7581637],"study_design_scores_gemma":[0.001139864,0.00343577,0.07815925,0.0003764562,0.001335194,0.0009938269,0.003666286,0.7748977,0.02572153,0.0807279,0.02901987,0.0005263683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7230145,0.0005437807,0.2583032,0.0009961049,0.00009883659,0.0006178381,0.00009408801,0.00177448,0.01455714],"genre_scores_gemma":[0.8821453,0.0002340558,0.1156087,0.0001374527,0.00006915497,0.0002226326,0.0001012387,0.0000452297,0.00143618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006697617,"threshold_uncertainty_score":0.03542078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066141084","doi":"10.1108/00220411011087841","title":"Managing documents at home for serious leisure: a case study of the hobby of gourmet cooking","year":2010,"lang":"en","type":"article","venue":"Journal of Documentation","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":123,"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":"Hobby; Computer science; Ethnography; Originality; Conceptual framework; Data collection; Sociology; World Wide Web; Qualitative research; Social science; Visual arts; Art","authors":[{"name":"Jenna Hartel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1140262969435522,"gpt":0.4451857493267632,"spread":0.331159452383211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00258842,0.0004523954,0.0005488314,0.001650213,0.01151777,0.003331379,0.001945334,0.001949581,0.004684554],"category_scores_gemma":[0.006348642,0.0004631906,0.0003631084,0.001982051,0.004977712,0.002604533,0.003568792,0.001788136,0.0005561162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038814,"about_ca_system_score_gemma":0.002659536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01632144,"about_ca_topic_score_gemma":0.05104285,"domain_scores_codex":[0.997144,0.001892182,0.000076278,0.0002354678,0.000227804,0.0004242732],"domain_scores_gemma":[0.9949419,0.003116674,0.0004672468,0.0003894678,0.0003155752,0.0007691152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008124122,0.0003498736,0.008516163,0.0002744785,0.00001299704,0.01983272,0.9468326,0.00008586046,0.001166131,0.001861837,0.00159554,0.01939062],"study_design_scores_gemma":[0.000007519156,0.0001468106,0.006318952,0.0001535901,0.0000120825,0.006787284,0.9590245,0.0001907531,0.0006965798,0.0003717414,0.02626794,0.00002226465],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924974,0.0003272486,0.0009252891,0.0007904623,0.00001714047,0.00008147011,0.00003557004,0.00001825425,0.005307149],"genre_scores_gemma":[0.9911399,0.0006965187,0.00271828,0.0003630246,0.00002034136,0.00008210852,0.00004508079,0.00003412249,0.004900671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01632144,"threshold_uncertainty_score":0.03245288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980116600","doi":"10.1145/985921.986103","title":"Using mental load for managing interruptions in physiologically attentive user interfaces","year":2004,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":121,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Human–computer interaction; Mobile phone; Phone; Brain–computer interface; User interface; Mobile device; Interface (matter); Electroencephalography; World Wide Web; Telecommunications; Psychology","authors":[{"name":"Daniel Chen","is_ca":true},{"name":"Roel Vertegaal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5076015637731363,"gpt":0.5093037080184544,"spread":0.001702144245318116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009162338,0.0006936014,0.0003917752,0.0007090502,0.0004289115,0.001373486,0.0008126724,0.0005304585,0.002033109],"category_scores_gemma":[0.007499968,0.0002247268,0.0002592714,0.0002496421,0.0003143495,0.001147717,0.0007045745,0.0004438438,0.0004882546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395557,"about_ca_system_score_gemma":0.0002536289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006857665,"about_ca_topic_score_gemma":0.0009272503,"domain_scores_codex":[0.999482,0.0001605267,0.00003985618,0.0001142629,0.0001634045,0.0000399475],"domain_scores_gemma":[0.9972307,0.001717879,0.000304937,0.0002427634,0.0003428619,0.0001608897],"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":[0.001813104,0.0007486737,0.01868004,0.0005114226,0.0001390936,0.0003320325,0.00255428,0.003656101,0.2256887,0.001967598,0.002613666,0.7412953],"study_design_scores_gemma":[0.0006948694,0.006020873,0.2382437,0.0003217528,0.00142005,0.002934541,0.001479139,0.3251131,0.3725778,0.01492819,0.03538294,0.0008829949],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4855815,0.0008085376,0.4954382,0.0004883167,0.0001476015,0.0005599188,0.0001622301,0.009113675,0.007699952],"genre_scores_gemma":[0.8855879,0.0002792368,0.1115961,0.000223308,0.0001233541,0.000335547,0.0001438619,0.0002139064,0.001496873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002033109,"threshold_uncertainty_score":0.006801426,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2127555702","doi":"10.1145/1978942.1979348","title":"Dips and ceilings","year":2011,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":116,"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":"Computer science; Ceiling (cloud); Interface (matter); Human–computer interaction; User interface; Multimedia; Operating system; Engineering","authors":[{"name":"Joey Scarr","is_ca":false},{"name":"Andy Cockburn","is_ca":false},{"name":"Carl Gutwin","is_ca":true},{"name":"Philip Quinn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6261481611384555,"gpt":0.4545978728928627,"spread":0.1715502882455928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006380553,0.0009315902,0.0009416743,0.001620432,0.001412177,0.004429081,0.001612478,0.001638121,0.01505561],"category_scores_gemma":[0.04510181,0.001079127,0.0006956076,0.0008705591,0.002975993,0.005130632,0.006843162,0.00374599,0.002871122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321096,"about_ca_system_score_gemma":0.001474231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579688,"about_ca_topic_score_gemma":0.001615661,"domain_scores_codex":[0.9908324,0.002119309,0.0009736951,0.00149354,0.002980098,0.001600927],"domain_scores_gemma":[0.9677165,0.01429519,0.003638189,0.006350302,0.004191361,0.003808497],"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":[0.003131131,0.0007445856,0.07465117,0.002692314,0.0001395883,0.002851587,0.01871841,0.01172488,0.06276731,0.1335595,0.04070198,0.6483176],"study_design_scores_gemma":[0.0008067302,0.006696737,0.254402,0.002290543,0.0004406341,0.006420587,0.01716867,0.0663341,0.0658742,0.3034815,0.2752055,0.0008788531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5157323,0.002721554,0.3261386,0.003993415,0.000544647,0.0006674489,0.0009925705,0.0128748,0.1363347],"genre_scores_gemma":[0.9499379,0.0004073094,0.03717488,0.0008509358,0.0001040937,0.0002823923,0.0003653672,0.000728808,0.0101483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01505561,"threshold_uncertainty_score":0.05036598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2110055256","doi":"10.1145/1242572.1242586","title":"Summarizing email conversations with clue words","year":2007,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":115,"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":"Automatic summarization; Novelty; Computer science; Conversation; Set (abstract data type); Information retrieval; World Wide Web; Natural language processing","authors":[{"name":"Giuseppe Carenini","is_ca":true},{"name":"Raymond T. Ng","is_ca":true},{"name":"Xiaodong Zhou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2736122200197412,"gpt":0.4432882221150327,"spread":0.1696760020952914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002678455,0.001225354,0.0009425316,0.005518823,0.0007954331,0.00195636,0.0008807883,0.0009683782,0.002446546],"category_scores_gemma":[0.02552209,0.0003005063,0.0005297945,0.003632725,0.0003523454,0.003241828,0.001472574,0.0007852247,0.001295691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006038702,"about_ca_system_score_gemma":0.0007621878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429706,"about_ca_topic_score_gemma":0.004109469,"domain_scores_codex":[0.9970315,0.001310269,0.0003630384,0.00045446,0.0007020014,0.0001388142],"domain_scores_gemma":[0.9870169,0.007635199,0.001109385,0.001122165,0.002821688,0.000294714],"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":[0.001598235,0.0002312971,0.01785884,0.001638913,0.0002879931,0.0003135931,0.003253158,0.01404968,0.02434747,0.006551483,0.01648762,0.9133817],"study_design_scores_gemma":[0.000260565,0.001599676,0.05946077,0.0005303843,0.001060173,0.001232841,0.007431322,0.6637748,0.08140598,0.07956842,0.1031398,0.0005352542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2760619,0.004846762,0.6957759,0.001076805,0.0005252344,0.0008684678,0.006376403,0.007136981,0.007331553],"genre_scores_gemma":[0.6936097,0.0007853902,0.2935156,0.0001470136,0.0002747599,0.0004371324,0.007492031,0.0002647499,0.003473601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005518823,"threshold_uncertainty_score":0.01416516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059403886","doi":"10.1145/2493432.2493476","title":"A field study of multi-device workflows in distributed workspaces","year":2013,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":115,"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":"Workspace; Workflow; Cloud computing; Computer science; Field (mathematics); Cover (algebra); Range (aeronautics); Distributed computing; Human–computer interaction; Data science; Engineering; Database; Artificial intelligence; Operating system","authors":[{"name":"Stephanie Santosa","is_ca":true},{"name":"Daniel Wigdor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2978708357426403,"gpt":0.4520122384718775,"spread":0.1541414027292373,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01058798,0.0005404359,0.0007001318,0.002994282,0.0114522,0.003798414,0.001852949,0.001858125,0.00355615],"category_scores_gemma":[0.01614487,0.000801611,0.000461215,0.002507499,0.006306593,0.004303844,0.003722856,0.002242247,0.00056822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003866159,"about_ca_system_score_gemma":0.005549756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01111035,"about_ca_topic_score_gemma":0.02514831,"domain_scores_codex":[0.9929974,0.004477382,0.0003049943,0.0008681928,0.0005426415,0.0008092613],"domain_scores_gemma":[0.9737864,0.01754963,0.001907297,0.001512331,0.002465322,0.002779054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005778068,0.003396688,0.0435509,0.0005383025,0.00001932824,0.001865213,0.9073182,0.0005143665,0.002990283,0.004712139,0.001294811,0.03322196],"study_design_scores_gemma":[0.00008687068,0.001394541,0.0238138,0.0002996417,0.00001497925,0.0003786865,0.9571354,0.0008134924,0.001055071,0.002098524,0.01284959,0.00005938704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921633,0.000154111,0.002752476,0.0004365976,0.00001866411,0.0004098825,0.00006934352,0.00001602362,0.00397956],"genre_scores_gemma":[0.9925064,0.0002289437,0.004187737,0.0002011237,0.00001544895,0.0003260879,0.00005713023,0.0000111978,0.002465835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114522,"threshold_uncertainty_score":0.05599523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1499526891","doi":"10.1111/isj.12064","title":"The many faces of information technology interruptions: a taxonomy and preliminary investigation of their performance effects","year":2015,"lang":"en","type":"article","venue":"Information Systems Journal","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Taxonomy (biology); Relevance (law); Computer science; Data science; Knowledge management; Psychology; Political science; Ecology; Biology","authors":[{"name":"Shamel Addas","is_ca":false},{"name":"Alain Pinsonneault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1724811041864772,"gpt":0.3458738475871783,"spread":0.1733927434007012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004523413,0.0003361633,0.0004269889,0.002579081,0.001752405,0.0026732,0.0007301181,0.0007452907,0.002989551],"category_scores_gemma":[0.0326263,0.0002297951,0.0005102304,0.002251456,0.001672883,0.001955833,0.002571926,0.0009232669,0.0002422608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419847,"about_ca_system_score_gemma":0.0009053167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001828935,"about_ca_topic_score_gemma":0.002404095,"domain_scores_codex":[0.9950539,0.002086292,0.000546478,0.0002178579,0.00163506,0.0004603913],"domain_scores_gemma":[0.9376913,0.04666687,0.00672501,0.001738255,0.005752316,0.001426261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001038136,0.0006691559,0.558834,0.002028153,0.0001378458,0.000682775,0.141616,0.002081468,0.006528019,0.01201474,0.001625656,0.272744],"study_design_scores_gemma":[0.00003844472,0.001035422,0.8237788,0.0006916131,0.0001531564,0.0006947773,0.1538647,0.004114104,0.001924266,0.005689987,0.007930956,0.00008369428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980547,0.0006537287,0.004449894,0.0005156464,0.0000240056,0.0002078649,0.0002217017,0.00006044154,0.01331975],"genre_scores_gemma":[0.9960741,0.000360332,0.002970473,0.00002927508,0.000010731,0.0001121129,0.00009613633,0.000006891562,0.0003401127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004523413,"threshold_uncertainty_score":0.02392238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989113549","doi":"10.1145/511446.511469","title":"Hunter gatherer","year":2002,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":108,"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":"Computer science; World Wide Web; Task (project management); Web design; Web page; Process (computing); Web modeling; Web development; Human–computer interaction; Engineering","authors":[{"name":"m.c. schraefel","is_ca":true},{"name":"Yuxiang Zhu","is_ca":true},{"name":"David Modjeska","is_ca":true},{"name":"Daniel Wigdor","is_ca":true},{"name":"Shengdong Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5327881564930514,"gpt":0.4553843659090946,"spread":0.07740379058395686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001305084,0.0008498488,0.0006782073,0.002733175,0.00329486,0.002317978,0.001058273,0.001318625,0.1884847],"category_scores_gemma":[0.003581296,0.0005605459,0.0005471851,0.001666588,0.0009389213,0.002547353,0.004658983,0.0009583707,0.07946052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452551,"about_ca_system_score_gemma":0.001236206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982976,"about_ca_topic_score_gemma":0.009954523,"domain_scores_codex":[0.9993895,0.0001314653,0.00003431701,0.0001345726,0.0002074054,0.0001027093],"domain_scores_gemma":[0.9983089,0.0004239885,0.00009093198,0.0002884683,0.0003259112,0.0005617631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006200222,0.000279274,0.01493099,0.0007324431,0.00004892418,0.001559519,0.01481145,0.0001963377,0.007583548,0.01133662,0.5255547,0.4223462],"study_design_scores_gemma":[0.00002371654,0.0001412048,0.007836305,0.0001385101,0.00002628893,0.00080949,0.003726512,0.0003893484,0.001171018,0.002932483,0.9827397,0.00006550403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08796098,0.003167612,0.0617542,0.007642752,0.002167965,0.001786869,0.008270937,0.02459133,0.8026574],"genre_scores_gemma":[0.1205417,0.0019355,0.05498679,0.003458963,0.0003394247,0.0008210338,0.005177502,0.002498786,0.8102403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1884847,"threshold_uncertainty_score":0.6305442,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2053901442","doi":"10.1145/1027933.1027965","title":"AROMA","year":2004,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":105,"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":"Modalities; Modality (human–computer interaction); Computer science; Context (archaeology); Task (project management); Human–computer interaction; Point (geometry); Multimedia; Engineering","authors":[{"name":"Adam Bodnar","is_ca":true},{"name":"Richard Corbett","is_ca":true},{"name":"Dmitry Nekrasovski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4092599215596139,"gpt":0.4780730746125968,"spread":0.06881315305298297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007552303,0.0009282973,0.0007153446,0.001528645,0.001097235,0.002432414,0.001483153,0.001258233,0.1503444],"category_scores_gemma":[0.001647201,0.0004666277,0.0009439273,0.001162511,0.000415912,0.002463063,0.002118241,0.0009956643,0.07897004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004377926,"about_ca_system_score_gemma":0.0005825188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007255356,"about_ca_topic_score_gemma":0.001065604,"domain_scores_codex":[0.999052,0.00006922368,0.00005651467,0.0002446458,0.0004518417,0.0001257617],"domain_scores_gemma":[0.9993825,0.0001297868,0.00006349287,0.0001333052,0.0002019651,0.00008892734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002657793,0.0004383952,0.003211927,0.004544518,0.0001729234,0.001833329,0.000539548,0.001507328,0.2564605,0.02586002,0.08257417,0.6201996],"study_design_scores_gemma":[0.00007892415,0.0005244064,0.002489331,0.0002053959,0.0001051526,0.001291352,0.0002194113,0.001407967,0.06887827,0.003470817,0.9212573,0.00007160041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07432093,0.01688504,0.0716446,0.003191325,0.005052255,0.0007315031,0.0114194,0.01342369,0.8033313],"genre_scores_gemma":[0.2922882,0.01083301,0.05452147,0.003623607,0.0009402481,0.0004562301,0.01384298,0.003588069,0.6199061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8496556,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2132782558","doi":"10.1145/1240624.1240661","title":"An observational study on information flow during nurses' shift change","year":2007,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":94,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Observational study; Demographics; Computer science; Information flow; Information sharing; Variety (cybernetics); Multitude; Data science; Human–computer interaction; World Wide Web; Medicine; Artificial intelligence","authors":[{"name":"Charlotte Tang","is_ca":true},{"name":"Sheelagh Carpendale","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.591306344968602,"gpt":0.502440879311232,"spread":0.08886546565736997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004655411,0.0003330183,0.0005366223,0.001747698,0.002559154,0.001093126,0.0007027401,0.0009636653,0.001135014],"category_scores_gemma":[0.02782744,0.0005021368,0.0002586024,0.0008501221,0.001368504,0.001172707,0.001558664,0.001461881,0.000362362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113155,"about_ca_system_score_gemma":0.001818693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006858641,"about_ca_topic_score_gemma":0.01082309,"domain_scores_codex":[0.9957969,0.002563583,0.0003192892,0.0003058171,0.0006586019,0.000355836],"domain_scores_gemma":[0.9784392,0.01100798,0.003631158,0.001310762,0.003158974,0.002451983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007887115,0.003825433,0.415228,0.0004280216,0.00005310444,0.002491533,0.5270506,0.0001413584,0.007263887,0.0004057195,0.001416508,0.04090708],"study_design_scores_gemma":[0.0001571224,0.006234121,0.5886136,0.0002557296,0.00006935079,0.001838998,0.3790708,0.001063428,0.003490198,0.0005626392,0.01844264,0.0002013068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974994,0.00009200802,0.001082178,0.0001202868,0.00001194494,0.0001945493,0.0001201687,0.00001396119,0.0008655554],"genre_scores_gemma":[0.9964309,0.0001937971,0.001932222,0.0001484564,0.00002338622,0.000297779,0.0001795516,0.000007747568,0.0007862172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006858641,"threshold_uncertainty_score":0.02462041,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2028264174","doi":"10.1145/1180875.1180946","title":"A grounded theory of information sharing behavior in a personal learning space","year":2006,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":85,"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":"Space (punctuation); Computer science; Grounded theory; Human–computer interaction; Knowledge management; Internet privacy; Sociology; Qualitative research","authors":[{"name":"Maryam Najafian Razavi","is_ca":true},{"name":"Lee Iverson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1457327010294989,"gpt":0.3807183804721196,"spread":0.2349856794426208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01259217,0.0007821948,0.0007341729,0.003394281,0.003846474,0.007501721,0.002621925,0.002743486,0.003497778],"category_scores_gemma":[0.01490739,0.0005474954,0.001045143,0.003182656,0.0209188,0.009892131,0.003340812,0.003020947,0.0003857858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009299362,"about_ca_system_score_gemma":0.006047175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005057296,"about_ca_topic_score_gemma":0.003700387,"domain_scores_codex":[0.9845463,0.01137147,0.0005971565,0.001044083,0.001893584,0.0005474217],"domain_scores_gemma":[0.9804856,0.01488733,0.001066629,0.001718256,0.00123959,0.0006025877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001691534,0.0000742332,0.001160442,0.0001622024,0.0000192467,0.000132461,0.03150174,0.002201427,0.0002327558,0.9573475,0.0003754842,0.006775609],"study_design_scores_gemma":[0.00007376863,0.0001017569,0.001067146,0.0005069263,0.00002694108,0.0003099724,0.03235277,0.01490988,0.0004857154,0.9242748,0.02585206,0.00003819227],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09365984,0.0007923007,0.7787727,0.01037798,0.0001125916,0.00140198,0.0003036345,0.0001375174,0.1144415],"genre_scores_gemma":[0.8397555,0.0004632139,0.1555629,0.0005966761,0.00002486833,0.001169039,0.0001712088,0.00002549033,0.002231071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01259217,"threshold_uncertainty_score":0.06747192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045019452","doi":"10.1145/1216295.1216317","title":"Supporting interface customization using a mixed-initiative approach","year":2007,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":82,"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":"Personalization; Computer science; User interface; Task (project management); User interface design; Interface (matter); Graphical user interface; Human–computer interaction; User modeling; Software engineering; User experience design; Systems engineering; World Wide Web; Engineering; Operating system","authors":[{"name":"Andrea Bunt","is_ca":true},{"name":"Cristina Conati","is_ca":true},{"name":"Joanna McGrenere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3938038310027178,"gpt":0.5020959490830019,"spread":0.1082921180802842,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010978,0.001969192,0.0007960291,0.001685271,0.001256061,0.003441522,0.004211979,0.001781758,0.002677894],"category_scores_gemma":[0.01780347,0.001039445,0.001060631,0.0005661241,0.001554747,0.004201494,0.00610493,0.001558564,0.0007566563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000721907,"about_ca_system_score_gemma":0.001708792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450878,"about_ca_topic_score_gemma":0.002382933,"domain_scores_codex":[0.990162,0.005093301,0.0006699604,0.001221028,0.002220453,0.0006331303],"domain_scores_gemma":[0.9850274,0.009150594,0.0009710704,0.002470446,0.001428417,0.0009518982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001774666,0.003562581,0.01412239,0.001287666,0.0005485307,0.002012355,0.02101442,0.03870418,0.1332058,0.08790784,0.00384944,0.69201],"study_design_scores_gemma":[0.000638418,0.001777862,0.004111495,0.0002899548,0.0004450984,0.001356927,0.002225843,0.7448493,0.09585387,0.09343643,0.05443566,0.0005790619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03557831,0.0001121739,0.9560435,0.0001955553,0.00001439103,0.0005802353,0.00003091635,0.003530469,0.003914351],"genre_scores_gemma":[0.3646707,0.00006710611,0.6310774,0.0001506197,0.00002325472,0.0009137788,0.00009485887,0.0002983963,0.002703884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.010978,"threshold_uncertainty_score":0.0580579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3006753376","doi":"10.1145/3313831.3376817","title":"Optimizing for Happiness and Productivity: Modeling Opportune Moments for Transitions and Breaks at Work","year":2020,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":81,"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":"Human multitasking; Task (project management); Context (archaeology); Productivity; Computer science; Happiness; Recommender system; Affect (linguistics); Work (physics); Field (mathematics); Transition (genetics); Human–computer interaction; Cognitive psychology; Psychology; Machine learning; Social psychology; Engineering; Mathematics","authors":[{"name":"Harmanpreet Kaur","is_ca":false},{"name":"Alex C. Williams","is_ca":true},{"name":"Daniel McDuff","is_ca":false},{"name":"Mary Czerwinski","is_ca":false},{"name":"Jaime Teevan","is_ca":false},{"name":"Shamsi T. Iqbal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4952627724666583,"gpt":0.4221765868056914,"spread":0.07308618566096697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00180882,0.0006721594,0.0005236504,0.000763648,0.0004770053,0.001593638,0.0008028246,0.001090018,0.001863327],"category_scores_gemma":[0.006799383,0.0004579904,0.0006701953,0.000583197,0.0003092528,0.000984816,0.0004450901,0.0009173392,0.0004240442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047871,"about_ca_system_score_gemma":0.0008039775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02219249,"about_ca_topic_score_gemma":0.0289615,"domain_scores_codex":[0.9995443,0.0001745121,0.00002399922,0.0001413754,0.00003651217,0.00007938037],"domain_scores_gemma":[0.9969329,0.002108782,0.0003693106,0.000159993,0.000193909,0.0002350765],"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":[0.001051724,0.001002751,0.2437998,0.0001466048,0.0002518071,0.0001773782,0.0009546653,0.6559311,0.002532255,0.003403076,0.003344953,0.08740388],"study_design_scores_gemma":[0.00001622747,0.0001260789,0.02042703,0.00001170109,0.00003372569,0.00002337356,0.0001092796,0.9773514,0.0002430747,0.001261239,0.0003822523,0.00001465893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.91345,0.0004356841,0.08132981,0.001004926,0.00004844388,0.00009749808,0.0006887133,0.0003209054,0.002624009],"genre_scores_gemma":[0.9845312,0.00009347541,0.01417472,0.0000336761,0.00001490758,0.00005293044,0.0003531775,0.00001352474,0.0007323565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02219249,"threshold_uncertainty_score":0.04412663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2154428221","doi":"10.1145/1840784.1840842","title":"The process of serendipity in knowledge work","year":2010,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Serendipity; Process (computing); Exploratory research; Focus (optics); Computer science; Period (music); Knowledge management; Epistemology; Sociology","authors":[{"name":"Lori McCay‐Peet","is_ca":true},{"name":"Elaine G. Toms","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1998523911764367,"gpt":0.4731890018720656,"spread":0.273336610695629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01597786,0.0005035741,0.0004111013,0.003752482,0.005615601,0.0107908,0.001492566,0.001943003,0.002753781],"category_scores_gemma":[0.05154157,0.0007428986,0.0006884299,0.001809402,0.01442311,0.01075878,0.01060722,0.002230753,0.0006159589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003100285,"about_ca_system_score_gemma":0.002936955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026862,"about_ca_topic_score_gemma":0.001146424,"domain_scores_codex":[0.9809526,0.01310903,0.0008249453,0.001317212,0.002249375,0.001546812],"domain_scores_gemma":[0.9376161,0.04298032,0.007176668,0.006860781,0.001862346,0.003503755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008987692,0.0005522353,0.06961757,0.0006633602,0.0001425742,0.00303125,0.4483688,0.002708544,0.00760331,0.2993607,0.001574489,0.1654782],"study_design_scores_gemma":[0.0001518679,0.001150327,0.1175208,0.001329243,0.0001686105,0.004618995,0.3146405,0.01172129,0.0128831,0.4440054,0.09139233,0.0004175302],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8415453,0.001752916,0.0462342,0.002340335,0.00008636554,0.0001904266,0.00004837152,0.0002839987,0.1075181],"genre_scores_gemma":[0.995198,0.0002090153,0.003281515,0.00005111244,0.0000216762,0.00003948304,0.00001324787,0.00002170869,0.001164329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01597786,"threshold_uncertainty_score":0.08450001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2354248936","doi":"10.1145/2884781.2884875","title":"The sky is not the limit","year":2016,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":78,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"National Natural Science Foundation of China; National Science Foundation","keywords":"Human multitasking; Context (archaeology); Computer science; Incentive; Productivity; Software development; Software; Knowledge management; Operating system; Psychology","authors":[{"name":"Bogdan Vasilescu","is_ca":false},{"name":"Kelly Blincoe","is_ca":false},{"name":"Qi Xuan","is_ca":false},{"name":"Casey Casalnuovo","is_ca":false},{"name":"Daniela Damian","is_ca":true},{"name":"Prémkumar Dévanbu","is_ca":false},{"name":"Vladimir Filkov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4341108493044138,"gpt":0.4589119661998071,"spread":0.02480111689539322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003490306,0.0005830597,0.001023019,0.001000716,0.005801839,0.01292981,0.001289711,0.003399949,0.06613074],"category_scores_gemma":[0.01545961,0.0004598491,0.0006122899,0.001419476,0.008122795,0.02183152,0.006750669,0.006537432,0.0194078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002641293,"about_ca_system_score_gemma":0.003049954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00846003,"about_ca_topic_score_gemma":0.008871255,"domain_scores_codex":[0.9971564,0.0007645188,0.0001116592,0.0006872754,0.0008392066,0.0004409922],"domain_scores_gemma":[0.9911526,0.003151062,0.0005191242,0.001662946,0.001547503,0.001966824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002539103,0.00011357,0.008459218,0.0006235035,0.0001136564,0.0005224251,0.007189884,0.0005384794,0.001771294,0.4302925,0.4235387,0.1265828],"study_design_scores_gemma":[0.00001680666,0.00003133031,0.002237736,0.000367247,0.00001550321,0.0002422107,0.00386185,0.0001677847,0.0001398006,0.09159877,0.9012883,0.00003265987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02956311,0.01902654,0.01494875,0.2779558,0.0053839,0.00009292897,0.00162733,0.0009510156,0.6504506],"genre_scores_gemma":[0.6479764,0.0194353,0.01569705,0.1184811,0.004863993,0.0002989881,0.001161866,0.002070283,0.190015],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06613074,"threshold_uncertainty_score":0.2212294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2003011604","doi":"10.1016/j.ijinfomgt.2010.10.010","title":"Interruptions in the workplace: A case study to reduce their effects","year":2010,"lang":"en","type":"article","venue":"International Journal of Information Management","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":77,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College","funders":"","keywords":"Variety (cybernetics); Task (project management); Key (lock); Knowledge management; Qualitative research; Computer science; Process management; Engineering; Computer security; Sociology; Systems engineering","authors":[{"name":"Edward R. Sykes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1089433310808976,"gpt":0.4465923720112354,"spread":0.3376490409303379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001736316,0.0004468569,0.0004132708,0.0008132588,0.00341231,0.0009940392,0.001288025,0.002365933,0.00312338],"category_scores_gemma":[0.008734605,0.0001945694,0.0005398139,0.0005859517,0.0005228287,0.0006776858,0.0009540683,0.001459192,0.0004693662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007178136,"about_ca_system_score_gemma":0.001219633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003274817,"about_ca_topic_score_gemma":0.006353138,"domain_scores_codex":[0.99852,0.0008085222,0.00007522113,0.0001081941,0.0002353463,0.0002528119],"domain_scores_gemma":[0.9939406,0.003217515,0.000555295,0.0005729067,0.0005634676,0.001150097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003499492,0.05226495,0.1830984,0.002276014,0.0003060125,0.06725401,0.1466679,0.003675016,0.02899278,0.003695618,0.01229527,0.4959747],"study_design_scores_gemma":[0.002013718,0.04976379,0.3799179,0.00197695,0.001769826,0.08267484,0.2911708,0.03193232,0.03885573,0.006846522,0.1123971,0.0006805644],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919232,0.0004225479,0.002657486,0.000758732,0.00007114853,0.0001829595,0.00004636855,0.0001015527,0.003836061],"genre_scores_gemma":[0.994293,0.0003583305,0.00330966,0.0001644176,0.00003516141,0.00009704073,0.00002922056,0.00002021323,0.00169293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00341231,"threshold_uncertainty_score":0.01044869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2754273302","doi":"10.1145/3130932","title":"Technology Supported Behavior Restriction for Mitigating Self-Interruptions in Multi-device Environments","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Task (project management); Distraction; Applied psychology; Psychology; Engineering; Cognitive psychology","authors":[{"name":"Jaejeung Kim","is_ca":true},{"name":"Chiwoo Cho","is_ca":true},{"name":"Uichin Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1548180078318503,"gpt":0.422791111999492,"spread":0.2679731041676418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001388837,0.0006136394,0.0003267497,0.0006043115,0.0004633273,0.0007760012,0.00108237,0.0004720676,0.002257657],"category_scores_gemma":[0.008487281,0.0001929148,0.0005119433,0.0002077442,0.0003383794,0.0007361212,0.001205916,0.0006450619,0.000440988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002572126,"about_ca_system_score_gemma":0.0007422008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005987778,"about_ca_topic_score_gemma":0.001134421,"domain_scores_codex":[0.9989951,0.0004602995,0.0000718208,0.0001505829,0.0002113525,0.0001108041],"domain_scores_gemma":[0.9951651,0.002826738,0.0007722519,0.0004234108,0.0003792575,0.0004331765],"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":[0.001949584,0.008399922,0.05163939,0.005247021,0.0003336008,0.0006817734,0.01894921,0.002843509,0.119238,0.001597141,0.005719338,0.7834015],"study_design_scores_gemma":[0.001825252,0.0363761,0.6165146,0.003918427,0.002701684,0.003432281,0.02394975,0.04499823,0.1212455,0.008583553,0.1357954,0.0006593263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074431,0.001383968,0.07996435,0.0005919001,0.0001272033,0.001064418,0.0001736215,0.001931853,0.007319563],"genre_scores_gemma":[0.940265,0.0007885,0.05503567,0.0002777927,0.00005548234,0.001401576,0.000221339,0.00008148979,0.001873191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002257657,"threshold_uncertainty_score":0.007552564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2793427265","doi":"10.1145/3173574.3173662","title":"Supporting Workplace Detachment and Reattachment with Conversational Intelligence","year":2018,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":76,"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":"Productivity; Work (physics); Frame (networking); Frame work; Computer science; Applied psychology; Human–computer interaction; Psychology; Engineering; Telecommunications","authors":[{"name":"Alex C. Williams","is_ca":true},{"name":"Harmanpreet Kaur","is_ca":false},{"name":"Gloria Mark","is_ca":false},{"name":"Anne Loomis Thompson","is_ca":false},{"name":"Shamsi T. Iqbal","is_ca":false},{"name":"Jaime Teevan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1868569543873373,"gpt":0.4634890289587527,"spread":0.2766320745714154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004891119,0.0008555285,0.0003392065,0.001097098,0.002521123,0.003084853,0.000992432,0.001188279,0.002797501],"category_scores_gemma":[0.0159368,0.0004541587,0.000397056,0.0003165495,0.001875898,0.002578642,0.004865951,0.001102017,0.0008461782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007620146,"about_ca_system_score_gemma":0.001323307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265704,"about_ca_topic_score_gemma":0.001951244,"domain_scores_codex":[0.9962224,0.002551095,0.0001192141,0.0003911235,0.0003649702,0.0003512134],"domain_scores_gemma":[0.9853026,0.01034302,0.001619243,0.0009891216,0.0005063703,0.001239668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001738735,0.003243185,0.09719303,0.001511546,0.0001807405,0.001636082,0.2669465,0.005526904,0.1036512,0.009099294,0.005399948,0.5038728],"study_design_scores_gemma":[0.0007425153,0.007697498,0.2570939,0.001443449,0.0006074339,0.002718383,0.3009726,0.1044161,0.06939358,0.06628718,0.1879377,0.0006896312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9139151,0.000346689,0.06420884,0.001171057,0.00005732577,0.0003632466,0.00007119858,0.001020116,0.01884648],"genre_scores_gemma":[0.9774212,0.00008365142,0.01994813,0.0001621294,0.00001913302,0.000171852,0.00005179651,0.0000384574,0.002103752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004891119,"threshold_uncertainty_score":0.02586699,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2802191329","doi":"10.1002/acp.3415","title":"Multitasking in the military: Cognitive consequences and potential solutions","year":2018,"lang":"en","type":"article","venue":"Applied Cognitive Psychology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Royal Military College of Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsches Zentrum für Luft- und Raumfahrt","keywords":"Human multitasking; Context (archaeology); Cognition; Workload; Psychology; Cognitive resource theory; Resource (disambiguation); Cognitive psychology; Computer science; Neuroscience","authors":[{"name":"Lobna Chérif","is_ca":true},{"name":"Valerie M. Wood","is_ca":true},{"name":"Alexandre Marois","is_ca":true},{"name":"Katherine Labonté","is_ca":true},{"name":"François Vachon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.273844242791776,"gpt":0.4707631220985756,"spread":0.1969188793067996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00225646,0.0005010133,0.000830798,0.0009449571,0.0006386833,0.002496717,0.0009036844,0.001523942,0.00252088],"category_scores_gemma":[0.004283363,0.0001815186,0.0008368703,0.0007863017,0.001220562,0.001632116,0.001206566,0.001802582,0.0003196062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128306,"about_ca_system_score_gemma":0.002759741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827156,"about_ca_topic_score_gemma":0.004591385,"domain_scores_codex":[0.9989498,0.0005335997,0.0001069054,0.00008531343,0.0002129534,0.0001114392],"domain_scores_gemma":[0.9972312,0.001828192,0.0003294874,0.00006704957,0.0003904868,0.0001534686],"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":[0.0002394628,0.0002860716,0.005995992,0.0289252,0.0003444616,0.001515388,0.003597069,0.002005728,0.003535568,0.04393875,0.01642554,0.8931907],"study_design_scores_gemma":[0.0001424957,0.001692461,0.040016,0.05280234,0.001051754,0.008158366,0.02016823,0.004091327,0.006413907,0.2183923,0.6467463,0.0003245462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02759545,0.9152322,0.009341115,0.0319922,0.001469099,0.00007959275,0.00007193226,0.00005973787,0.01415861],"genre_scores_gemma":[0.2498389,0.7292102,0.01028745,0.006487696,0.001419218,0.0002120849,0.0001119212,0.00001593853,0.002416623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00252088,"threshold_uncertainty_score":0.01193339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996204262","doi":"10.1145/2628363.2628380","title":"ProactiveTasks","year":2014,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":71,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Computer science; Human–computer interaction; Variety (cybernetics); Focus (optics); Mobile device; Set (abstract data type); Context (archaeology); Multimedia; Mobile computing; Lock (firearm); Mobile interaction; World Wide Web; Artificial intelligence; Engineering; Telecommunications","authors":[{"name":"Nikola Banović","is_ca":false},{"name":"Christina Brant","is_ca":false},{"name":"Jennifer Mankoff","is_ca":false},{"name":"Anind K. Dey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4263947259710769,"gpt":0.4778044123803234,"spread":0.05140968640924654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005864562,0.001039368,0.0006065813,0.002496823,0.001022709,0.003959298,0.001974063,0.00108293,0.03129864],"category_scores_gemma":[0.03472635,0.0006947936,0.001245604,0.001361236,0.0005224917,0.005202461,0.004180058,0.001177516,0.01549431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007026443,"about_ca_system_score_gemma":0.001898162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007077745,"about_ca_topic_score_gemma":0.001686873,"domain_scores_codex":[0.99497,0.001963372,0.0006041682,0.0007448384,0.001384344,0.0003333318],"domain_scores_gemma":[0.9668608,0.01745222,0.002831019,0.006183489,0.004177143,0.002495386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001688198,0.0005451413,0.01176227,0.004677318,0.0001863889,0.0006527849,0.01575212,0.0007577855,0.02377448,0.02139063,0.1993705,0.7194423],"study_design_scores_gemma":[0.0001639138,0.0006743386,0.007014313,0.0004918688,0.0001327541,0.0006764455,0.002005422,0.002097573,0.007207142,0.008765115,0.9706316,0.0001394578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1775834,0.00690843,0.377585,0.006955991,0.002539222,0.006013002,0.01528113,0.1162518,0.290882],"genre_scores_gemma":[0.4474159,0.003430717,0.3353363,0.003189342,0.001170524,0.006052875,0.015458,0.01324378,0.1747025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03129864,"threshold_uncertainty_score":0.1047044,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2094860966","doi":"10.1145/1240624.1240631","title":"Matching attentional draw with utility in interruption","year":2007,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":69,"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":"Annoyance; Matching (statistics); Set (abstract data type); Perception; Workload; Computer science; SIGNAL (programming language); Guideline; Cognitive psychology; Psychology; Computer vision; Mathematics; Medicine; Statistics","authors":[{"name":"Jennifer Gluck","is_ca":true},{"name":"Andrea Bunt","is_ca":true},{"name":"Joanna McGrenere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3439639588478714,"gpt":0.478092445742744,"spread":0.1341284868948726,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003774045,0.0005069895,0.0004072108,0.0007705707,0.0003638366,0.001409655,0.0006787999,0.000759856,0.001853879],"category_scores_gemma":[0.06181099,0.0002945808,0.0001995308,0.0004566642,0.0003923553,0.001321765,0.0009813827,0.000501068,0.0002235144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005373665,"about_ca_system_score_gemma":0.0003537794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006161386,"about_ca_topic_score_gemma":0.0006650935,"domain_scores_codex":[0.9958223,0.00182029,0.0003041287,0.0004651798,0.00139774,0.0001904233],"domain_scores_gemma":[0.965991,0.02658496,0.003336057,0.001378658,0.001895291,0.0008139662],"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":[0.008287926,0.005657351,0.1274812,0.001425136,0.0002790517,0.0002711885,0.005149478,0.009775552,0.2845187,0.005758535,0.001015201,0.5503806],"study_design_scores_gemma":[0.001358507,0.03156101,0.7746986,0.000452869,0.0009677383,0.0008471037,0.003382756,0.04869402,0.1135648,0.01642852,0.007755818,0.0002884355],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538298,0.0002246607,0.04064049,0.0001992098,0.00002528371,0.0002806489,0.00002168632,0.000207729,0.004570497],"genre_scores_gemma":[0.9887326,0.00004996432,0.01073358,0.00007027871,0.00001129088,0.0001240776,0.00001612655,0.00001394713,0.0002481164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003774045,"threshold_uncertainty_score":0.01995933,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2048598612","doi":"10.1145/506443.506476","title":"Reinventing the inbox","year":2002,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":68,"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":"Asynchronous communication; Computer science; Human–computer interaction; World Wide Web; Multimedia; Computer network","authors":[{"name":"Jacek Gwizdka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6196117977297916,"gpt":0.4598370351699894,"spread":0.1597747625598022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002462105,0.0009167063,0.0006585189,0.001058265,0.001343912,0.003579343,0.001933409,0.001760362,0.04430713],"category_scores_gemma":[0.01572192,0.0003801298,0.0005344261,0.0003818377,0.0006010116,0.006536403,0.003271432,0.001464561,0.02061396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004066119,"about_ca_system_score_gemma":0.001017647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007658452,"about_ca_topic_score_gemma":0.0007442421,"domain_scores_codex":[0.9978186,0.000775699,0.000150839,0.0003732393,0.0005232684,0.0003584334],"domain_scores_gemma":[0.9903605,0.00252359,0.0006724342,0.003887557,0.00117025,0.001385642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001095919,0.001451998,0.01298702,0.0005533876,0.00006585364,0.001566716,0.004988028,0.001651228,0.02792209,0.0494769,0.09940442,0.7988365],"study_design_scores_gemma":[0.000136641,0.001312083,0.01289543,0.0005839425,0.0001722657,0.002321742,0.002780148,0.02283702,0.03851851,0.02580282,0.8924331,0.0002062677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3906023,0.001211184,0.2806909,0.006399082,0.006746793,0.001772479,0.001228852,0.06682021,0.2445281],"genre_scores_gemma":[0.7384705,0.0005376369,0.1064285,0.002134048,0.001024578,0.0004671872,0.001200204,0.004037306,0.1457001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04430713,"threshold_uncertainty_score":0.1482221,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2940222054","doi":"10.1002/asi.24222","title":"The ubiquitous digital file: A review of file management research","year":2019,"lang":"en","type":"review","venue":"Journal of the Association for Information Science and Technology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Upload; Focus (optics); File sharing; World Wide Web; Data science; The Internet","authors":[{"name":"Jesse David Dinneen","is_ca":false},{"name":"Charles‐Antoine Julien","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.289201520005945,"gpt":0.5103199599065348,"spread":0.2211184399005898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00206658,0.0008504794,0.001521162,0.006327614,0.0006353332,0.001978551,0.001292296,0.001835897,0.003921503],"category_scores_gemma":[0.004914198,0.0004335639,0.0007500831,0.00772089,0.00116909,0.003095358,0.0008222484,0.001286948,0.001788501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001473143,"about_ca_system_score_gemma":0.004388124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201161,"about_ca_topic_score_gemma":0.006054445,"domain_scores_codex":[0.9988928,0.0002477133,0.000206387,0.0002247003,0.0003599655,0.00006841101],"domain_scores_gemma":[0.9942616,0.004121694,0.0004305774,0.0001091578,0.0008923613,0.0001845308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006993105,0.00008419358,0.0005829376,0.05485464,0.0001099381,0.0001277695,0.0002820674,0.0003306436,0.000560704,0.006593936,0.02369318,0.9127101],"study_design_scores_gemma":[0.00001334275,0.0001587489,0.002986135,0.03067145,0.0002959023,0.0009670904,0.0004621388,0.0001266513,0.0003907545,0.003805548,0.9600753,0.00004696306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000121026,0.9983829,0.0001481399,0.0003435045,0.0001096114,0.000006795039,0.0000254337,0.000006721846,0.0008557629],"genre_scores_gemma":[0.0009193816,0.9982912,0.0002537999,0.0001750278,0.0001208665,0.000009144672,0.00002828356,0.000002017357,0.0002002206],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006327614,"threshold_uncertainty_score":0.01311874,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W102066540","doi":"","title":"The Social Network and Relationship Finder: Social Sorting for Email Triage.","year":2005,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Triage; Sorting; Computer science; Social network (sociolinguistics); Variety (cybernetics); sort; Social media; Process (computing); World Wide Web; Internet privacy; Information retrieval; Medicine; Artificial intelligence; Medical emergency","authors":[{"name":"Carman Neustaedter","is_ca":true},{"name":"A. J. Bernheim Brush","is_ca":false},{"name":"Marc A. Smith","is_ca":false},{"name":"Danyel Fisher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3937504172111727,"gpt":0.4804370310742025,"spread":0.08668661386302978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003582154,0.001175303,0.0008947976,0.004622437,0.001373095,0.001948012,0.001856455,0.001361892,0.01532577],"category_scores_gemma":[0.0168603,0.0006880396,0.0005929947,0.003024798,0.0005479165,0.003674006,0.002896716,0.0010474,0.006957378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006321282,"about_ca_system_score_gemma":0.001351751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003337944,"about_ca_topic_score_gemma":0.01030527,"domain_scores_codex":[0.9980602,0.0007812123,0.0001319776,0.0002916863,0.0006540255,0.000081005],"domain_scores_gemma":[0.9932718,0.003786335,0.0006432218,0.0008704783,0.0006889182,0.0007393228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005793092,0.0004357534,0.009636977,0.0008850486,0.0002003827,0.0003355238,0.001293484,0.004039601,0.006177242,0.01116718,0.1109996,0.85425],"study_design_scores_gemma":[0.0004069189,0.0006928053,0.02995108,0.0007980142,0.0003358066,0.001980861,0.002507016,0.4844781,0.01578965,0.1168923,0.3457405,0.0004270379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04150262,0.003576185,0.838103,0.006942334,0.0007165546,0.002655986,0.01565483,0.06685302,0.02399543],"genre_scores_gemma":[0.1191364,0.001167023,0.8596914,0.0005315366,0.0002027651,0.001196377,0.00604742,0.0007302241,0.01129689],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01532577,"threshold_uncertainty_score":0.05126983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064655998","doi":"10.1145/1357054.1357243","title":"Exploring multi-session web tasks","year":2008,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Session (web analytics); Computer science; World Wide Web; Variety (cybernetics); Web navigation; Multimedia; Task (project management); Web page; Web application; Human–computer interaction; Artificial intelligence; Engineering","authors":[{"name":"Bonnie Ma Kay","is_ca":true},{"name":"Carolyn Watters","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8206657001879614,"gpt":0.4833478307522667,"spread":0.3373178694356946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001618077,0.0003677802,0.0003302223,0.0009207763,0.000539894,0.001498582,0.0005551825,0.0005765634,0.001631902],"category_scores_gemma":[0.007843953,0.0002261698,0.0003429541,0.0005374385,0.0002574427,0.001915281,0.0009932446,0.0005441033,0.0003113793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003150026,"about_ca_system_score_gemma":0.0004757686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056744,"about_ca_topic_score_gemma":0.002697546,"domain_scores_codex":[0.9987563,0.0006606102,0.00007043712,0.0001835845,0.0002012581,0.0001278004],"domain_scores_gemma":[0.9906663,0.006291523,0.001144124,0.0006433917,0.0006053684,0.0006492295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001964286,0.004123676,0.4882746,0.002174397,0.0004464927,0.0009937255,0.06484943,0.006775756,0.05697448,0.005230124,0.004711702,0.3634813],"study_design_scores_gemma":[0.0001395763,0.003024728,0.849347,0.0003511792,0.0001905502,0.001537919,0.04702193,0.04130721,0.01287594,0.01187351,0.03209943,0.000231102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878897,0.0001686151,0.008489341,0.00007704367,0.000009052093,0.00006670156,0.0001361371,0.00005617783,0.003107212],"genre_scores_gemma":[0.9881887,0.0001480508,0.01023951,0.00004526506,0.00001307155,0.00009678912,0.0002453373,0.00001917464,0.001003973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001631902,"threshold_uncertainty_score":0.00855726,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116964974","doi":"10.1145/1180875.1180891","title":"Providing artifact awareness to a distributed group through screen sharing","year":2006,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan; University of Calgary","funders":"","keywords":"Artifact (error); Computer science; Group (periodic table); Artificial intelligence","authors":[{"name":"Kimberly Tee","is_ca":true},{"name":"Saul Greenberg","is_ca":true},{"name":"Carl Gutwin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3154098668830795,"gpt":0.4437679211238277,"spread":0.1283580542407483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003571065,0.0009744847,0.0006061187,0.001561009,0.001609716,0.003064668,0.001359416,0.0009782773,0.004905713],"category_scores_gemma":[0.01262412,0.0004914423,0.000501883,0.0008540168,0.001124902,0.004552463,0.006646705,0.0009848516,0.001032958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00036697,"about_ca_system_score_gemma":0.0009256693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248246,"about_ca_topic_score_gemma":0.000961457,"domain_scores_codex":[0.9966741,0.001724102,0.0002014462,0.0005457873,0.000537644,0.0003170632],"domain_scores_gemma":[0.9840859,0.005821767,0.001155967,0.006680111,0.0009226939,0.001333567],"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":[0.001531107,0.002075561,0.03204044,0.0004737997,0.0002267781,0.001468077,0.02897744,0.011057,0.08653346,0.02495458,0.008279345,0.8023825],"study_design_scores_gemma":[0.001325612,0.006566606,0.07452969,0.0005056247,0.001417153,0.004379805,0.02415462,0.3151079,0.1785837,0.1286944,0.2637506,0.0009842956],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3284471,0.0001522201,0.6449851,0.0006486828,0.0000612081,0.0004102445,0.00008294291,0.008403438,0.01680906],"genre_scores_gemma":[0.8915718,0.00009210494,0.1029557,0.00008095909,0.00005289818,0.0002566758,0.0001153741,0.0002195196,0.004654937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004905713,"threshold_uncertainty_score":0.01888579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2296648354","doi":"10.1145/1978942.1979349","title":"Ambient help","year":2011,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Computer science; Context (archaeology); Human–computer interaction; User interface; Interface (matter); Multimedia; Ambient intelligence; Productivity; World Wide Web; Operating system","authors":[{"name":"Justin Matejka","is_ca":true},{"name":"Tovi Grossman","is_ca":true},{"name":"George Fitzmaurice","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5548702902367993,"gpt":0.4456830519348505,"spread":0.1091872383019488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008706515,0.0007668136,0.0004438944,0.0008363154,0.0009784582,0.002378651,0.001615967,0.001264781,0.07209344],"category_scores_gemma":[0.005910609,0.0002629218,0.0005909083,0.0006185059,0.000581793,0.002476392,0.004108833,0.0006711061,0.02311663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078599,"about_ca_system_score_gemma":0.0005571752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007435774,"about_ca_topic_score_gemma":0.001051629,"domain_scores_codex":[0.9986578,0.0003596692,0.00007426271,0.0002615524,0.0004750985,0.0001715765],"domain_scores_gemma":[0.9977943,0.0008368733,0.0001233496,0.000501804,0.0003895161,0.0003541899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000914693,0.00050849,0.003474234,0.002124653,0.00008015252,0.001007066,0.002979399,0.00141854,0.009941339,0.04335345,0.1992252,0.7349728],"study_design_scores_gemma":[0.0001235922,0.0003487591,0.002690294,0.0002656605,0.0000712391,0.001681451,0.000635359,0.002162268,0.003795855,0.01355571,0.9746002,0.0000695367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04326958,0.005977946,0.4077353,0.003132881,0.002095165,0.001119438,0.003029591,0.04339236,0.4902477],"genre_scores_gemma":[0.4669856,0.005558751,0.2289628,0.005069551,0.001666399,0.001681669,0.006321312,0.003011178,0.2807429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07209344,"threshold_uncertainty_score":0.2411766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985381061","doi":"10.1145/958160.958201","title":"Awareness support in a groupware widget toolkit","year":2003,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":59,"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":"Collaborative software; Computer science; Suite; Human–computer interaction; Reuse; Java; Usability; Computer-supported cooperative work; Software engineering; World Wide Web; Operating system; Engineering","authors":[{"name":"Jason Hill","is_ca":true},{"name":"Carl Gutwin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3581267106506567,"gpt":0.4667038495841339,"spread":0.1085771389334771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002932317,0.0006757897,0.0005906133,0.001241454,0.0005497993,0.002345234,0.0024548,0.001017602,0.003912054],"category_scores_gemma":[0.01007659,0.001040566,0.0009218424,0.0005861851,0.0006179602,0.00372973,0.004516565,0.001603754,0.002263609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378606,"about_ca_system_score_gemma":0.0009606485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007705097,"about_ca_topic_score_gemma":0.0008943066,"domain_scores_codex":[0.9979762,0.0005313827,0.0003043407,0.0001940836,0.0007558446,0.0002381962],"domain_scores_gemma":[0.9961134,0.001341289,0.0002266991,0.001346003,0.0004585487,0.0005139573],"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":[0.001055122,0.001441905,0.01153254,0.001852957,0.0003122507,0.003135059,0.01112431,0.01965149,0.1586589,0.09060906,0.02840227,0.6722241],"study_design_scores_gemma":[0.0006314742,0.000971324,0.01070014,0.0009182692,0.0005415162,0.005342596,0.001958821,0.1965298,0.1328924,0.08905991,0.5597029,0.0007509419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03385464,0.0002658995,0.9180353,0.000195888,0.00007132434,0.0003027591,0.0001266148,0.04053047,0.00661716],"genre_scores_gemma":[0.2017328,0.0002820673,0.7840971,0.0001186349,0.00002391507,0.0004884691,0.0007036699,0.003436054,0.009117322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003912054,"threshold_uncertainty_score":0.0155077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2774782036","doi":"10.1145/3134714","title":"Design Recommendations for Self-Monitoring in the Workplace","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Benchmarking; Productivity; Self-monitoring; Work (physics); Variety (cybernetics); Knowledge management; Computer science; Experience sampling method; Field (mathematics); Process management; Data science; Engineering; Business; Psychology; Marketing","authors":[{"name":"André N. Meyer","is_ca":false},{"name":"Gail C. Murphy","is_ca":true},{"name":"Thomas Zimmermann","is_ca":false},{"name":"Thomas Fritz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5182349395885374,"gpt":0.5082724576959539,"spread":0.00996248189258353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06330425,0.003049629,0.001343323,0.004001027,0.003125231,0.009159607,0.006338574,0.006563774,0.00628992],"category_scores_gemma":[0.1756598,0.002493663,0.001646366,0.0024458,0.003983371,0.01508175,0.004329251,0.006026597,0.003544898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005272083,"about_ca_system_score_gemma":0.01058506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004874286,"about_ca_topic_score_gemma":0.01040872,"domain_scores_codex":[0.918554,0.05780556,0.005642384,0.005562541,0.0101627,0.002272752],"domain_scores_gemma":[0.7468154,0.149748,0.01220746,0.02526943,0.05502479,0.01093508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008093682,0.004818014,0.0515422,0.008824265,0.0003005211,0.0007602339,0.06422668,0.009184416,0.0151338,0.04313662,0.07629478,0.7249691],"study_design_scores_gemma":[0.003226263,0.005704062,0.04060501,0.01996537,0.001483917,0.001500798,0.1102208,0.05413979,0.02879729,0.1657054,0.5674422,0.00120916],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07015914,0.003530241,0.784959,0.08876801,0.001651307,0.01028092,0.0005577704,0.009894461,0.03019916],"genre_scores_gemma":[0.11633,0.001349765,0.8627171,0.005532135,0.0001221741,0.009185869,0.0004350541,0.000440547,0.003887385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06330425,"threshold_uncertainty_score":0.3347889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1902567718","doi":"","title":"TaskView: design and evaluation of a task-based email interface","year":2002,"lang":"en","type":"article","venue":"E-LIS Repository (University of Naples Federico II)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Asynchronous communication; Task (project management); Interface (matter); Variety (cybernetics); Human–computer interaction; Task management; User interface; Task analysis; Process (computing); World Wide Web; Multimedia; Artificial intelligence; Computer network; Engineering","authors":[{"name":"Jacek Gwizdka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.235378840763963,"gpt":0.3484533833427784,"spread":0.1130745425788154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009381815,0.001333377,0.0007337885,0.0008054498,0.0003862557,0.001540123,0.002312255,0.001410778,0.003977138],"category_scores_gemma":[0.03639648,0.0006734232,0.0004654879,0.0003549229,0.0005898199,0.002137458,0.001553854,0.0007115449,0.0008103406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000752891,"about_ca_system_score_gemma":0.0009647006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001383207,"about_ca_topic_score_gemma":0.001044646,"domain_scores_codex":[0.9957494,0.00240295,0.000576966,0.0004110669,0.0006416982,0.0002179374],"domain_scores_gemma":[0.9765595,0.01709658,0.000792552,0.001003141,0.003359655,0.0011886],"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":[0.01733912,0.02083706,0.02211391,0.006627238,0.0003851543,0.001334152,0.02503758,0.01460734,0.2156681,0.002001587,0.009607006,0.6644418],"study_design_scores_gemma":[0.01771724,0.1396813,0.1757775,0.001534963,0.00243653,0.003728471,0.01149263,0.2929546,0.2856067,0.003226339,0.0647999,0.0010439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975587,0.0002204889,0.08838344,0.000169812,0.0001088906,0.007281243,0.0004249883,0.003521838,0.002330512],"genre_scores_gemma":[0.6632736,0.0003388104,0.3207074,0.00035658,0.00006339922,0.007598378,0.001345014,0.001098569,0.005218229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009381815,"threshold_uncertainty_score":0.0496164,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2091255732","doi":"10.1145/1449715.1449751","title":"Re-framing the desktop interface around the activities of knowledge work","year":2008,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Framing (construction); Computer science; Human–computer interaction; Interface (matter); Multimedia; Engineering; Operating system","authors":[{"name":"Stephen Voida","is_ca":true},{"name":"Elizabeth D. Mynatt","is_ca":false},{"name":"W. Keith Edwards","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.322977505926775,"gpt":0.4316229616068771,"spread":0.1086454556801021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004476199,0.0008725064,0.0006517566,0.00233006,0.001821689,0.01063338,0.001789727,0.001991223,0.006813486],"category_scores_gemma":[0.01055419,0.0004797262,0.0005976423,0.001555661,0.0110071,0.01151912,0.005928863,0.003139527,0.00203562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001473799,"about_ca_system_score_gemma":0.002163355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003089339,"about_ca_topic_score_gemma":0.002564,"domain_scores_codex":[0.9955655,0.002782123,0.0002102493,0.0005637263,0.0006393174,0.0002389848],"domain_scores_gemma":[0.9928929,0.003736085,0.0003002543,0.00184535,0.0006220138,0.000603504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001910084,0.0001116142,0.003654596,0.0004578739,0.00003197484,0.0004960124,0.06834938,0.002683628,0.01053214,0.7163239,0.008266834,0.1889011],"study_design_scores_gemma":[0.0001098054,0.0003009752,0.004744952,0.0008807583,0.00007745083,0.001731304,0.02654219,0.02054611,0.00653312,0.3776626,0.560718,0.0001526199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05718167,0.001624593,0.8473417,0.006957423,0.000525822,0.0001925507,0.0001143887,0.002779703,0.0832822],"genre_scores_gemma":[0.5435038,0.001213096,0.4342796,0.00115385,0.0002747779,0.0003469162,0.0001495198,0.0008084214,0.01827],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01063338,"threshold_uncertainty_score":0.0236727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W63944300","doi":"10.1007/978-3-662-45391-9_17","title":"How Do Developers React to RESTful API Evolution?","year":2014,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":57,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; World Wide Web; Web service; Java; Application programming interface; Web API; SOAP; Representational state transfer; Code (set theory); Web 2.0; Software engineering; Programming language","authors":[{"name":"Shaohua Wang","is_ca":true},{"name":"Iman Keivanloo","is_ca":true},{"name":"Ying Zou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.120511466323252,"gpt":0.3608585745796116,"spread":0.2403471082563596,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006101664,0.0006517507,0.0003785291,0.001115071,0.0005229892,0.002943399,0.001501287,0.002166623,0.002860684],"category_scores_gemma":[0.0641506,0.0008475367,0.000580003,0.0006520331,0.0008427672,0.005369949,0.001778214,0.002009706,0.001423996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006375809,"about_ca_system_score_gemma":0.0009366241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624918,"about_ca_topic_score_gemma":0.003028496,"domain_scores_codex":[0.9948473,0.001824375,0.0002938815,0.000775436,0.001653685,0.0006053849],"domain_scores_gemma":[0.9687246,0.0154042,0.003998097,0.0067281,0.004141534,0.001003552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009353659,0.0007860684,0.2070983,0.000606935,0.0004705779,0.002146359,0.008875351,0.02558743,0.09742223,0.02194626,0.03637192,0.5977532],"study_design_scores_gemma":[0.000190887,0.0006969955,0.1792786,0.0004322979,0.0006589374,0.002149282,0.008475149,0.5517779,0.1023981,0.09393325,0.05967342,0.000335105],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.781049,0.0008958753,0.1627978,0.006850009,0.0003238716,0.0002193348,0.0005731776,0.01989179,0.02739928],"genre_scores_gemma":[0.9697427,0.000241726,0.02060911,0.0009714258,0.00005424438,0.00006100315,0.0005773468,0.001557083,0.006185476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006101664,"threshold_uncertainty_score":0.03226906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2026790643","doi":"10.1177/1071181312561172","title":"Not All Interruptions are Created Equal: Positive Interruptions in Healthcare","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Task (project management); Health care; Focus (optics); Psychology; Reductionism; Medicine; Computer science; Epistemology; Political science; Engineering","authors":[{"name":"Farzan Sasangohar","is_ca":true},{"name":"Birsen Donmez","is_ca":true},{"name":"Patricia Trbovich","is_ca":true},{"name":"Anthony Easty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2091076832317969,"gpt":0.4000004211845208,"spread":0.190892737952724,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00908964,0.0003395395,0.0004418266,0.001764919,0.00273853,0.004419941,0.0008366043,0.001476287,0.001977844],"category_scores_gemma":[0.04323241,0.0003256885,0.0004472297,0.002121557,0.005384041,0.004398813,0.003002246,0.00177757,0.0002855237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235419,"about_ca_system_score_gemma":0.002717918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002579775,"about_ca_topic_score_gemma":0.002736103,"domain_scores_codex":[0.986736,0.007852624,0.0009269971,0.0007587473,0.003098545,0.0006270505],"domain_scores_gemma":[0.9598589,0.02806313,0.005782975,0.001441257,0.0037702,0.00108353],"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":[0.001104661,0.0002783619,0.1015534,0.003683135,0.0002126179,0.001662608,0.1752158,0.001560981,0.002216725,0.157818,0.01250196,0.5421919],"study_design_scores_gemma":[0.0001545466,0.0011742,0.2758147,0.006517028,0.0006022413,0.006106553,0.2311946,0.004486613,0.003070961,0.290641,0.1799773,0.0002602997],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6660007,0.04611089,0.0791134,0.06971616,0.001943534,0.000242417,0.0003409433,0.0002639006,0.1362681],"genre_scores_gemma":[0.9883316,0.003872523,0.004443239,0.001737429,0.0002879987,0.00005430478,0.00004459996,0.00002424534,0.00120415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00908964,"threshold_uncertainty_score":0.04807115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2913504998","doi":"10.3758/s13428-018-1155-z","title":"A thousand studies for the price of one: Accelerating psychological science with Pushkin","year":2019,"lang":"en","type":"article","venue":"Behavior Research Methods","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":54,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Computer science; The Internet; Transformative learning; Software; Data science; World Wide Web; Mobile device; Range (aeronautics); Population; Computer security; Operating system","authors":[{"name":"Joshua K. Hartshorne","is_ca":false},{"name":"Joshua R. de Leeuw","is_ca":false},{"name":"Noah D. Goodman","is_ca":false},{"name":"Mariela Jennings","is_ca":false},{"name":"Timothy J. O’Donnell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9039247896964424,"gpt":0.749324593427155,"spread":0.1546001962692874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03702934,0.001322387,0.002206405,0.005700639,0.003633139,0.008022586,0.001924302,0.004848287,0.01701719],"category_scores_gemma":[0.1468274,0.0009294022,0.001816528,0.003986342,0.01382657,0.02927436,0.006004672,0.01345202,0.002089156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004920161,"about_ca_system_score_gemma":0.006419328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424501,"about_ca_topic_score_gemma":0.006795719,"domain_scores_codex":[0.9871996,0.0066337,0.0008118952,0.001307822,0.003672145,0.0003747806],"domain_scores_gemma":[0.7040974,0.2498246,0.004363775,0.01638953,0.02112105,0.004203667],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000829517,0.0008124445,0.006856116,0.002567373,0.0007090601,0.000421154,0.002756469,0.001037459,0.0009673741,0.4540806,0.2025894,0.3263731],"study_design_scores_gemma":[0.0003452183,0.0003097956,0.00395269,0.003855458,0.0004231728,0.0003300218,0.003026944,0.001716315,0.001402662,0.5651675,0.4192329,0.0002373365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02633176,0.3010464,0.04678373,0.555516,0.03634818,0.0003181584,0.0005740738,0.0004699058,0.03261178],"genre_scores_gemma":[0.3124515,0.2007884,0.1474107,0.2621161,0.03614303,0.001339275,0.0005520424,0.00136543,0.03783359],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9629707,"threshold_uncertainty_score":0.1958322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2780671203","doi":"10.1108/ijilt-10-2017-0097","title":"Using chatbots to aid transition","year":2017,"lang":"en","type":"article","venue":"International Journal of Information and Learning Technology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Feeling; Originality; Workload; Transition (genetics); Class (philosophy); Value (mathematics); Information overload; Computer science; Key (lock); Psychology; World Wide Web; Social psychology; Computer security; Artificial intelligence","authors":[{"name":"Sofy Carayannopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1774000417769993,"gpt":0.4559765864918767,"spread":0.2785765447148774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004666305,0.001007487,0.0004137283,0.001555675,0.001266336,0.002537412,0.001933392,0.001098026,0.007065819],"category_scores_gemma":[0.02835762,0.0004062575,0.000447167,0.0005254028,0.0009773229,0.003730251,0.002773507,0.0009641002,0.002099468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006021581,"about_ca_system_score_gemma":0.001341642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006612193,"about_ca_topic_score_gemma":0.0009938892,"domain_scores_codex":[0.9963097,0.002163929,0.0002155177,0.0004125388,0.000525318,0.0003729367],"domain_scores_gemma":[0.9639222,0.02648244,0.002383684,0.002088587,0.002338001,0.002785042],"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":[0.00211594,0.004788287,0.04488208,0.003274279,0.0001109257,0.001818686,0.02021955,0.00307194,0.03502445,0.005827125,0.02323037,0.8556364],"study_design_scores_gemma":[0.001887956,0.02590041,0.145494,0.01022104,0.001184022,0.01126183,0.05945245,0.1077048,0.110303,0.03535776,0.4898956,0.001337177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7086455,0.001726446,0.2351158,0.003088753,0.0006872358,0.001926848,0.0003825178,0.02183593,0.02659092],"genre_scores_gemma":[0.8747471,0.0005327596,0.1151719,0.0005881604,0.00009604513,0.0007675228,0.0003025456,0.0003085971,0.00748523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007065819,"threshold_uncertainty_score":0.02467805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2126594993","doi":"10.1007/s10606-004-5063-7","title":"The MAUI Toolkit: Groupware Widgets for Group Awareness","year":2004,"lang":"en","type":"article","venue":"Computer Supported Cooperative Work (CSCW)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Collaborative software; Computer science; Human–computer interaction; Reuse; Usability; Computer-supported cooperative work; Java; Suite; Group (periodic table); Software engineering; World Wide Web; Operating system; Engineering","authors":[{"name":"Jason Hill","is_ca":true},{"name":"Carl Gutwin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1875325095672447,"gpt":0.4033797777353161,"spread":0.2158472681680714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001784875,0.0011778,0.000865393,0.001187126,0.0005662204,0.002152288,0.00270879,0.001375073,0.01897422],"category_scores_gemma":[0.007587148,0.001328799,0.0009522031,0.0007192509,0.0003955013,0.003131347,0.004214245,0.001824694,0.006958466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232307,"about_ca_system_score_gemma":0.0005938378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162929,"about_ca_topic_score_gemma":0.001747958,"domain_scores_codex":[0.999178,0.0002247098,0.00008511933,0.00009797173,0.0002937164,0.0001203777],"domain_scores_gemma":[0.9977422,0.001097157,0.0001309571,0.0005736048,0.0001821483,0.0002740196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001639744,0.0007600374,0.004231246,0.001705498,0.0003504716,0.0004712851,0.003708366,0.003580829,0.05020956,0.03272814,0.1424605,0.7581542],"study_design_scores_gemma":[0.0008632052,0.0007087523,0.007627817,0.0008491249,0.0006937323,0.001527975,0.0008517446,0.09263043,0.0812528,0.05215275,0.7603118,0.0005298892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01076189,0.0006984521,0.7967303,0.0002387207,0.000162226,0.0004202846,0.001254439,0.1829449,0.006788725],"genre_scores_gemma":[0.1338659,0.0009034071,0.804977,0.0004972842,0.0001039805,0.002173266,0.005560358,0.0233447,0.0285741],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01897422,"threshold_uncertainty_score":0.06347507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2795953912","doi":"10.1145/3173574.3174161","title":"Hoarding and Minimalism","year":2018,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hoarding (animal behavior); Minimalism (technical communication); Computer science; Categorization; Data science; Cloud computing; Process (computing); Component (thermodynamics); Internet privacy; Value (mathematics); World Wide Web; Computer security; Human–computer interaction; Artificial intelligence","authors":[{"name":"Francesco Vitale","is_ca":true},{"name":"Izabelle Janzen","is_ca":true},{"name":"Joanna McGrenere","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4367486670627367,"gpt":0.4949060418877568,"spread":0.05815737482502015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009618364,0.0002889351,0.0003158675,0.00178408,0.004251697,0.004834282,0.001020864,0.001154147,0.001586288],"category_scores_gemma":[0.0265656,0.0002729675,0.0003169671,0.001365942,0.01563033,0.004638943,0.005174391,0.001643601,0.0001357541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002573209,"about_ca_system_score_gemma":0.002340842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453304,"about_ca_topic_score_gemma":0.003214288,"domain_scores_codex":[0.9870424,0.008346464,0.0005438474,0.001218701,0.001909068,0.0009395112],"domain_scores_gemma":[0.9764053,0.01377343,0.003943878,0.002717504,0.001982498,0.001177494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001654091,0.00007478019,0.05037431,0.000314939,0.00004265595,0.0004379619,0.7584938,0.0002695415,0.004126221,0.1329384,0.001410368,0.05135159],"study_design_scores_gemma":[0.00003395405,0.000257986,0.06256867,0.0005216927,0.00006836293,0.001485732,0.6561791,0.003378353,0.003896358,0.1793968,0.09207913,0.0001339243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.95052,0.000510965,0.01628311,0.004161384,0.00003445051,0.00007042328,0.00003613896,0.00004223227,0.02834131],"genre_scores_gemma":[0.9973757,0.0000731288,0.001770185,0.0001671413,0.000007621068,0.00001869873,0.00001321937,0.00001194008,0.0005622554],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009618364,"threshold_uncertainty_score":0.05086732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}