{"meta":{"query_hash":"49b11d663179","filters":{"venue":"2022 12th International Conference on Advanced Computer Information Technologies (ACIT)"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/49b11d663179","api":"https://metacan.xera.ac/api/v1/cohort?venue=2022+12th+International+Conference+on+Advanced+Computer+Information+Technologies+%28ACIT%29"},"results":[{"id":"W4304814797","doi":"10.1109/acit54803.2022.9913201","title":"Collaborative Human-AI Decision-Making Systems with Numerical Channels","year":2022,"lang":"en","type":"article","venue":"2022 12th International Conference on Advanced Computer Information Technologies (ACIT)","topic":"Advanced Research in Systems and Signal Processing","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":"Solana Networks (Canada)","funders":"","keywords":"Computer science; Reliability (semiconductor); Software; Mode (computer interface); Work (physics); Artificial intelligence; Channel (broadcasting); Operations research; Machine learning; Human–computer interaction; Engineering","score_opus":0.013803702300158371,"score_gpt":0.28979255480391186,"score_spread":0.2759888525037535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304814797","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055682645,0.00013281268,0.9804873,0.00035191557,0.0018337938,0.00063033064,0.00014126697,0.0017205091,0.009133849],"genre_scores_gemma":[0.990951,0.000042848562,0.008035267,0.00014214203,0.000063828506,0.00058896624,0.00008181042,0.000024890986,0.00006926573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976825,0.000034873658,0.0005909241,0.00027198353,0.0010496702,0.00037002697],"domain_scores_gemma":[0.99874306,0.00011747674,0.00023933651,0.00031718114,0.0005326639,0.000050281884],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021592766,0.000290152,0.00030637925,0.0006192269,0.00051529304,0.00042007392,0.0009404494,0.00008481428,0.00022915594],"category_scores_gemma":[0.000060992712,0.00025952817,0.000047805417,0.0007629523,0.00009147753,0.0015782333,0.0004019064,0.00082337466,0.0000387706],"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":[0.000089711124,0.000021408805,0.000017102602,0.000041689105,0.00006124219,0.000016546292,0.00026547178,0.812062,0.00017047221,0.04392399,0.0011035072,0.14222686],"study_design_scores_gemma":[0.0007181394,0.00050562725,0.0000149754815,0.00031926663,0.0000035532335,0.000057903395,0.0049008606,0.94068694,0.0006010738,0.0055661546,0.0461771,0.00044841866],"about_ca_topic_score_codex":0.0000019134673,"about_ca_topic_score_gemma":4.7337267e-7,"teacher_disagreement_score":0.98538274,"about_ca_system_score_codex":0.00054879044,"about_ca_system_score_gemma":0.0000788837,"threshold_uncertainty_score":0.9999857},"labels":[],"label_agreement":null}]}