{"meta":{"query_hash":"2e5aec58673f","filters":{"venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2e5aec58673f","api":"https://metacan.xera.ac/api/v1/cohort?venue=2022+International+Conference+on+Computer+Communication+and+Informatics+%28ICCCI%29"},"results":[{"id":"W4220670973","doi":"10.1109/iccci54379.2022.9740853","title":"Review on Energy Efficient V2V Communication Techniques for a Dynamic and Congested Traffic Environment","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Wireless; Efficient energy use; Information exchange; Beamforming; Field (mathematics); Energy (signal processing); Computer network; Distributed computing; Telecommunications; Engineering; Electrical engineering","score_opus":0.018374218512508988,"score_gpt":0.2509130560176337,"score_spread":0.23253883750512472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220670973","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002613646,0.9238668,0.052981228,0.0008104059,0.0013253248,0.00004047646,0.00011291741,0.00014400574,0.018105146],"genre_scores_gemma":[0.02502197,0.9439898,0.020318326,0.0005022823,0.0012821037,0.00004609896,0.00024791554,0.00005963033,0.008531795],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998018,0.00003269579,0.000021809483,0.00004357816,0.000080144244,0.000020037129],"domain_scores_gemma":[0.9996387,0.00018510729,0.000031405503,0.000017066866,0.00011516131,0.000012566688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028983873,0.00082167354,0.000682393,0.0009732302,0.00026850615,0.00080783176,0.00084872433,0.0007193691,0.0053294823],"category_scores_gemma":[0.00062522246,0.00034927242,0.00055114744,0.0016721634,0.0002349189,0.0014918809,0.0003868487,0.0008563036,0.0018132472],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097299715,0.00008801503,0.00034135763,0.010887729,0.000121405734,0.00022785254,0.00008433898,0.012553829,0.0109979,0.020891665,0.03233788,0.91137075],"study_design_scores_gemma":[0.000012573019,0.00034548613,0.00093562703,0.0023353843,0.00019181157,0.0015406975,0.00013952328,0.013168561,0.006754045,0.008426404,0.9660801,0.00006970846],"about_ca_topic_score_codex":0.0007078572,"about_ca_topic_score_gemma":0.000681088,"teacher_disagreement_score":0.0053294823,"about_ca_system_score_codex":0.00029280977,"about_ca_system_score_gemma":0.00053945807,"threshold_uncertainty_score":0.017828941},"labels":[],"label_agreement":null},{"id":"W4220812985","doi":"10.1109/iccci54379.2022.9740764","title":"MIMO-OFDM Implementation Using VLSI","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)","topic":"Advanced Wireless Communication Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Orthogonal frequency-division multiplexing; Computer science; Cyclic prefix; Precoding; Transmitter; MIMO; MIMO-OFDM; Electronic engineering; Multi-user MIMO; Channel (broadcasting); Computer hardware; Telecommunications; Engineering","score_opus":0.04513618177838324,"score_gpt":0.31609876430630873,"score_spread":0.2709625825279255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220812985","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05173697,0.0014445506,0.8445624,0.0003060557,0.0005279594,0.00040444706,0.0005238618,0.009516846,0.09097687],"genre_scores_gemma":[0.60136354,0.00093794905,0.3576482,0.00024127711,0.00011330032,0.00033891777,0.0008828657,0.00019123814,0.038282666],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99985373,0.000018021692,0.000010132253,0.000025775349,0.000066230896,0.00002609336],"domain_scores_gemma":[0.99985147,0.000030514337,0.000011458907,0.000028970735,0.0000707168,0.000006937663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012507617,0.0003413876,0.00018228976,0.00023863453,0.0002141849,0.00056692114,0.0005737735,0.00027834153,0.0140424995],"category_scores_gemma":[0.00036600552,0.0001565626,0.00026357433,0.00021793056,0.00009522794,0.00036813066,0.00018516288,0.0003359277,0.0034332483],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003473232,0.00024210398,0.0022745624,0.0011568065,0.00014922842,0.0006741404,0.0002672978,0.062015884,0.2196973,0.035742078,0.022445004,0.65498817],"study_design_scores_gemma":[0.00024106132,0.0022659919,0.0040897517,0.00022015993,0.0001706996,0.0022330876,0.00015570816,0.41394415,0.29959372,0.010672455,0.26632446,0.00008872863],"about_ca_topic_score_codex":0.0006853966,"about_ca_topic_score_gemma":0.0009243878,"teacher_disagreement_score":0.0140424995,"about_ca_system_score_codex":0.00024420556,"about_ca_system_score_gemma":0.00036400382,"threshold_uncertainty_score":0.046976805},"labels":[],"label_agreement":null},{"id":"W4220898492","doi":"10.1109/iccci54379.2022.9740976","title":"A Survey on Detection of Power theft in Transmission and Distribution","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)","topic":"Electricity Theft Detection Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Distribution (mathematics); Power (physics); Transmission (telecommunications); Power transmission; Computer science; Computer security; Telecommunications; Physics; Mathematics","score_opus":0.01921732362601504,"score_gpt":0.24211371934342668,"score_spread":0.22289639571741166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220898492","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51582366,0.26814297,0.032740097,0.014002463,0.0021218117,0.00071472884,0.021378756,0.0018121517,0.14326337],"genre_scores_gemma":[0.7157492,0.22556701,0.012271743,0.0037696522,0.0008190982,0.00026386592,0.01410704,0.00015198183,0.027300367],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99732566,0.0005206793,0.00030826256,0.00034318853,0.0012587619,0.00024330987],"domain_scores_gemma":[0.98965865,0.003856793,0.0022037686,0.00036622203,0.0035289414,0.00038557008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017523692,0.0004418719,0.00043224337,0.0065905773,0.0004150021,0.0013420532,0.0008747265,0.00076926366,0.005034948],"category_scores_gemma":[0.008395537,0.00019225187,0.00055672927,0.0054792357,0.0004089284,0.0023137894,0.00065782224,0.00057149486,0.002508442],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017755448,0.00019946868,0.24413146,0.0037170341,0.00008421368,0.0006775706,0.001245099,0.00049650995,0.0020139937,0.0016508048,0.046912078,0.6986942],"study_design_scores_gemma":[0.000012442043,0.0005538442,0.5251076,0.0049536456,0.00024997065,0.009479595,0.010131535,0.0023924988,0.0051749875,0.0015859756,0.44023782,0.00012001252],"about_ca_topic_score_codex":0.004333234,"about_ca_topic_score_gemma":0.0042191064,"teacher_disagreement_score":0.0065905773,"about_ca_system_score_codex":0.00054220465,"about_ca_system_score_gemma":0.00067157665,"threshold_uncertainty_score":0.016843617},"labels":[],"label_agreement":null},{"id":"W4221036177","doi":"10.1109/iccci54379.2022.9740900","title":"Role of Artificial Intelligence in Financial Management","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Financial management; Automation; Computer science; Finance; Process (computing); Financial analysis; Risk management; Accounting management; Financial services; Marketing and artificial intelligence; Risk analysis (engineering); Knowledge management; Business; Artificial intelligence; Engineering; Intelligent decision support system; Accounting","score_opus":0.0436118609741358,"score_gpt":0.24201364581809962,"score_spread":0.1984017848439638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221036177","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033521835,0.30428737,0.16372564,0.09862478,0.0027659603,0.00014529351,0.00016304708,0.0002890015,0.39647716],"genre_scores_gemma":[0.7503674,0.15201673,0.06949834,0.007774686,0.0048155175,0.00019584835,0.00010309553,0.000069123904,0.015159259],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99754083,0.0013240718,0.000107308486,0.00021059088,0.00071585644,0.00010134815],"domain_scores_gemma":[0.99262094,0.0058835912,0.00036451916,0.00033044914,0.0005887455,0.00021168376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036383541,0.00056321884,0.000527059,0.0018734827,0.00097393524,0.0052526835,0.0007096755,0.0017920757,0.0022930074],"category_scores_gemma":[0.006386433,0.00021592718,0.0002994016,0.0015974347,0.0057646614,0.0049252585,0.0016507376,0.0025717497,0.000457715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022008144,0.000052192358,0.0012159351,0.00050973915,0.00005369077,0.00014209181,0.00047371796,0.004547005,0.0003988451,0.89714193,0.004360323,0.09108251],"study_design_scores_gemma":[0.00000976241,0.000046819674,0.0009185925,0.00066429947,0.000017737728,0.00012259767,0.00037494284,0.0076553905,0.0003196293,0.90420467,0.08563027,0.000035250796],"about_ca_topic_score_codex":0.0012452091,"about_ca_topic_score_gemma":0.00079091627,"teacher_disagreement_score":0.0052526835,"about_ca_system_score_codex":0.0016397514,"about_ca_system_score_gemma":0.0014828743,"threshold_uncertainty_score":0.01924169},"labels":[],"label_agreement":null},{"id":"W4221082560","doi":"10.1109/iccci54379.2022.9740930","title":"A Survey on Various Aproaches to e-waste management","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computer Communication and Informatics (ICCCI)","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Electronic waste; Reuse; Electronics; Sustainability; Electronic equipment; Waste management; Control (management); Business; Solid waste management; Cleaner production; Municipal solid waste; Engineering; Computer science","score_opus":0.04912870605976786,"score_gpt":0.2720092259558051,"score_spread":0.22288051989603727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221082560","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98457277,0.00041682014,0.0006239394,0.0007437435,0.00003445259,0.00024319069,0.0013277611,0.000034227112,0.012003011],"genre_scores_gemma":[0.97454643,0.00241298,0.0016111489,0.0021771328,0.00005763636,0.00047581617,0.0016770067,0.000013932365,0.017027976],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99869955,0.00046574924,0.00017483378,0.000088582696,0.00033155197,0.00023967995],"domain_scores_gemma":[0.99597543,0.0017188727,0.0009798905,0.00014145959,0.0007704066,0.00041390947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013086518,0.00017757625,0.00020723042,0.0011050248,0.00061711774,0.0005921823,0.00017676671,0.0005661327,0.005996054],"category_scores_gemma":[0.00425222,0.00015634151,0.00021935314,0.0022664312,0.0003234994,0.0007405787,0.0005430026,0.00056962034,0.0016416479],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012693003,0.0008795985,0.79159766,0.00081699825,0.000028840494,0.00093026465,0.027697694,0.00018984693,0.004290117,0.0008830083,0.00879422,0.1637648],"study_design_scores_gemma":[0.000010153709,0.0007952469,0.88872796,0.00023316545,0.000018318573,0.00065095077,0.042944964,0.00022342421,0.00086628005,0.00012031012,0.065386176,0.000023103246],"about_ca_topic_score_codex":0.0022862614,"about_ca_topic_score_gemma":0.0038205124,"teacher_disagreement_score":0.005996054,"about_ca_system_score_codex":0.00052143424,"about_ca_system_score_gemma":0.00071633514,"threshold_uncertainty_score":0.020058751},"labels":[],"label_agreement":null}]}