{"meta":{"query_hash":"ac4d82ad759c","filters":{"venue":"International Conference on the Digital Society"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/ac4d82ad759c","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+the+Digital+Society"},"results":[{"id":"W2231385767","doi":"","title":"Physical Layer Measurements for an 802.11 Wireless Mesh Network Testbed","year":2011,"lang":"en","type":"article","venue":"International Conference on the Digital Society","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer network; Wireless mesh network; Computer science; Mesh networking; Order One Network Protocol; Switched mesh; Shared mesh; Time division multiple access; Physical layer; Wireless network; Testbed; Service set; Wireless; Wi-Fi; Telecommunications","score_opus":0.1429397759831863,"score_gpt":0.2997964540346006,"score_spread":0.1568566780514143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231385767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80505264,0.00039093586,0.18425529,0.00027289198,0.00028255593,0.00036701356,0.0012918953,0.00298546,0.0051013893],"genre_scores_gemma":[0.9718616,0.00016005462,0.024804503,0.00007992042,0.000021231099,0.0002433293,0.0013695689,0.00008505343,0.0013747077],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99871624,0.00020493768,0.000109448934,0.00013865216,0.0006887461,0.00014209298],"domain_scores_gemma":[0.9984738,0.0003302178,0.00022276038,0.00025109405,0.0006159257,0.000106014646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011260187,0.00056628353,0.0004348404,0.00059249956,0.00052274,0.00044836433,0.0007245105,0.00046856364,0.0012028981],"category_scores_gemma":[0.0027172873,0.00015516928,0.00016578946,0.0005320335,0.00026013658,0.00058308337,0.0003674459,0.0006027495,0.00034975822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014766816,0.00088720245,0.03619279,0.00042207248,0.00011638095,0.0007972788,0.00044837952,0.043987058,0.8335097,0.0027676693,0.0064282734,0.072966635],"study_design_scores_gemma":[0.00024722295,0.00690367,0.058503486,0.000060777325,0.00016193396,0.00153798,0.0003231591,0.22372013,0.6876946,0.0012983716,0.019431554,0.00011710846],"about_ca_topic_score_codex":0.0006785299,"about_ca_topic_score_gemma":0.00063010893,"teacher_disagreement_score":0.0012028981,"about_ca_system_score_codex":0.00061464007,"about_ca_system_score_gemma":0.0002336176,"threshold_uncertainty_score":0.0059550405},"labels":[],"label_agreement":null},{"id":"W2614859207","doi":"","title":"Analysis of Power Consumption of H.264/AVC-based Video Sensor Networks through Modeling the Encoding Complexity and Bitrate","year":2014,"lang":"en","type":"article","venue":"International Conference on the Digital Society","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Encoding (memory); Power consumption; Scalable Video Coding; Real-time computing; Multiview Video Coding; Power (physics); Video processing; Algorithm; Computer hardware; Motion compensation; Video tracking; Artificial intelligence","score_opus":0.12557997296583315,"score_gpt":0.3356294809653023,"score_spread":0.21004950799946917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614859207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7881002,0.0009784736,0.20303112,0.00043002857,0.00003409921,0.00005142948,0.000246857,0.0003116278,0.0068160812],"genre_scores_gemma":[0.9952714,0.00017048279,0.0034327607,0.00001467955,0.000004944278,0.00001224463,0.000057970443,0.000021364589,0.0010141562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998305,0.000037746137,0.000006385961,0.000025462054,0.00007091927,0.000028872379],"domain_scores_gemma":[0.99954116,0.00027883027,0.000038165974,0.000024960633,0.000106589185,0.000010322118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026011054,0.0004440666,0.0002172969,0.0003075835,0.00015482845,0.00023595283,0.0003804423,0.0002858039,0.00082219875],"category_scores_gemma":[0.0010603241,0.00015993541,0.0002904581,0.00027183408,0.00013508149,0.0005536959,0.000100698926,0.00022346067,0.00010803411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011790757,0.000049048413,0.0030921246,0.000054093907,0.00003618207,0.00009367729,0.000040072136,0.95771396,0.01638437,0.0019070511,0.00047745966,0.0200341],"study_design_scores_gemma":[0.0000010533543,0.000021238515,0.0008785503,0.0000016276363,0.000006432155,0.000016716023,0.0000061322344,0.9969471,0.001861158,0.00017541018,0.00008280641,0.0000018131725],"about_ca_topic_score_codex":0.008050457,"about_ca_topic_score_gemma":0.009366061,"teacher_disagreement_score":0.008050457,"about_ca_system_score_codex":0.0007591749,"about_ca_system_score_gemma":0.00037559628,"threshold_uncertainty_score":0.016007185},"labels":[],"label_agreement":null}]}