{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"454613bf1381","filters":{"venue":"2022 IEEE Region 10 Symposium (TENSYMP)"}},"results":[{"id":"W4293869239","doi":"10.1109/tensymp54529.2022.9864557","title":"Detecting emotions from human speech: role of gender information","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Region 10 Symposium (TENSYMP)","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gesture; Set (abstract data type); Computer science; Emotion recognition; Speech recognition; Human communication; Affective computing; Natural language processing; Human–computer interaction; Psychology; Artificial intelligence; Communication","authors":[{"name":"Manish Gupta","is_ca":false},{"name":"Tirth Patel","is_ca":false},{"name":"Sapan H. Mankad","is_ca":false},{"name":"Tarjni Vyas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03720108042639809,"gpt":0.2787186970837736,"spread":0.2415176166573755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003221428,0.0002167313,0.0002703135,0.0004310529,0.0006111373,0.0000350731,0.0002738714,0.0001491342,0.008221297],"category_scores_gemma":[0.00002527352,0.000248549,0.0002243021,0.0004668222,0.00006488438,0.0003039326,0.0001123082,0.0004119028,0.0007635521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001466407,"about_ca_system_score_gemma":0.00004554405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006927857,"about_ca_topic_score_gemma":0.00002910987,"domain_scores_codex":[0.9978164,0.0003706136,0.0006515511,0.0003527147,0.0004701846,0.0003384822],"domain_scores_gemma":[0.9986016,0.0000822112,0.0005084036,0.000520113,0.000172094,0.0001155342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007085894,0.002097512,0.004920833,0.0001446997,0.001080028,0.0001361925,0.05351407,0.001577228,0.7312326,0.02207675,0.1051052,0.07740627],"study_design_scores_gemma":[0.01541721,0.004026897,0.04022113,0.0001944233,0.001269723,0.002849853,0.203197,0.003617217,0.1106293,0.0306847,0.5840078,0.003884795],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8145412,0.0001008115,0.0006384274,0.0005612971,0.001790824,0.0005099971,0.000118354,0.0002475859,0.1814915],"genre_scores_gemma":[0.9943906,0.00002066934,0.00008116052,0.0005757441,0.0002622081,0.0001387167,0.0004550521,0.00003794325,0.004037894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6206033,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293868991","doi":"10.1109/tensymp54529.2022.9864436","title":"Interference issues in LoRaWAN: A comparative study using simulator and analytical model","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Region 10 Symposium (TENSYMP)","topic":"IoT Networks and Protocols","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Computer science; Interference (communication); Scalability; Network packet; Reliability (semiconductor); Simulation; Aloha; Coding (social sciences); Protocol (science); Process (computing); Telecommunications link; Throughput; Wireless; Computer network; Telecommunications","authors":[{"name":"Md. Rakibul Islam","is_ca":false},{"name":"Md. Bokhtiar-Al-Zami","is_ca":false},{"name":"Biswajit Paul","is_ca":false},{"name":"Rajesh Palit","is_ca":false},{"name":"Jean‐Charles Grégoire","is_ca":true},{"name":"Salekul Islam","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06365703350618386,"gpt":0.3185894587547877,"spread":0.2549324252486039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002744567,0.0002862325,0.0004962594,0.0002219668,0.0001858304,0.00007756949,0.0002382586,0.00006856048,0.00007385329],"category_scores_gemma":[0.000004195309,0.0002989351,0.00006597801,0.0004953825,0.0000601492,0.0001641528,0.0001806915,0.0004659673,0.000007600448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426592,"about_ca_system_score_gemma":0.00003588971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005015,"about_ca_topic_score_gemma":0.00003218962,"domain_scores_codex":[0.9983097,0.0001813256,0.0004030057,0.0004192858,0.0002974454,0.0003892784],"domain_scores_gemma":[0.9993693,0.00007851372,0.00005868192,0.0003348727,0.00004677024,0.0001119178],"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":[0.000127185,0.0001543762,0.001929524,0.00003388589,0.00005536503,0.00007753655,0.003931743,0.9895657,0.001237401,0.0001078869,0.002685501,0.0000939162],"study_design_scores_gemma":[0.0008403997,0.0003149511,0.0001313254,0.0000375778,0.00003256793,0.00002878814,0.001417985,0.9952625,0.0001166415,0.0001220023,0.001356998,0.0003382745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899192,0.0003469971,0.003781875,0.0001817425,0.0003182201,0.004205051,0.00001247746,0.0001794534,0.001054911],"genre_scores_gemma":[0.9982815,0.00002719074,0.00008339276,0.00005293657,0.0001129805,0.0008909563,0.00000482018,0.00004357222,0.0005026237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008362255,"threshold_uncertainty_score":0.9999463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}