{"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":"5cf3b7fec746","filters":{"venue":"2022 International Conference on Computers, Information Processing and Advanced Education (CIPAE)"}},"results":[{"id":"W4319978000","doi":"10.1109/cipae55637.2022.00005","title":"Message from the General Chair","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computers, Information Processing and Advanced Education (CIPAE)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"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","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0186002714855671,"gpt":0.2910821621907105,"spread":0.2724818907051434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003920947,0.0001608582,0.0001126754,0.0001476227,0.001022519,0.000896783,0.000991942,0.00002812578,0.0001338949],"category_scores_gemma":[0.00005665253,0.0001412603,0.00004220385,0.0002333727,0.00004258432,0.001342163,0.0003740354,0.0004826486,0.00001708975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281992,"about_ca_system_score_gemma":0.0003373193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008580245,"about_ca_topic_score_gemma":0.000002377659,"domain_scores_codex":[0.9985296,0.000129216,0.0003314312,0.000282218,0.0005386852,0.0001889255],"domain_scores_gemma":[0.9990419,0.00009426769,0.0003344417,0.0002659647,0.0001904415,0.00007294108],"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":[0.00001373736,0.00005557599,0.0001592655,0.000005670453,0.00001129627,3.405681e-7,0.007087642,0.005238047,0.00001916894,0.06609934,0.002553227,0.9187567],"study_design_scores_gemma":[0.0004799022,0.0001062308,0.002199069,0.00009686628,0.00000586548,0.00002434344,0.004227935,0.3493997,0.00003007479,0.002865947,0.6402458,0.0003182628],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06034271,0.000489638,0.8814117,0.03678943,0.007926164,0.0004897883,0.00006592042,0.0007473012,0.01173732],"genre_scores_gemma":[0.954521,0.00003372168,0.03686825,0.006703947,0.0002297777,0.000160265,0.0003230041,0.000009110596,0.001150943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9184384,"threshold_uncertainty_score":0.8647699,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319977969","doi":"10.1109/cipae55637.2022.00007","title":"Reviewers","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computers, Information Processing and Advanced Education (CIPAE)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec; École de Technologie Supérieure","funders":"","keywords":"Computer science","authors":[{"name":"Haotian Wang","is_ca":true},{"name":"Faouzi Kamoun","is_ca":false},{"name":"Zhibin Zang","is_ca":false},{"name":"Zhu Shi","is_ca":false},{"name":"Youzhong Liang","is_ca":false},{"name":"Luis Martı́nez","is_ca":false},{"name":"Mohammad Bany Taha","is_ca":true},{"name":"Dragan Stevanovic","is_ca":false},{"name":"Meng Su","is_ca":false},{"name":"Y. Y. Liu","is_ca":false},{"name":"Shuihui Shi","is_ca":false},{"name":"Xiaodong Xu","is_ca":false},{"name":"Qingji Xin","is_ca":false},{"name":"Taha Helmy","is_ca":false},{"name":"Sayed Abdelaziz","is_ca":false},{"name":"Feng Ji","is_ca":false},{"name":"Belghachi Mohammed","is_ca":false},{"name":"Mohamed Bechar","is_ca":false},{"name":"Mina Amiri","is_ca":false},{"name":"Huixie Yan","is_ca":false},{"name":"Muhammad Arif","is_ca":false},{"name":"Mustapha Hedabou","is_ca":false},{"name":"Weiwen Ye","is_ca":false},{"name":"Xiaodong Feng","is_ca":false},{"name":"Azam Bidgoli","is_ca":false},{"name":"Umer Asghar Chattha","is_ca":false},{"name":"Zhiguo Ding","is_ca":false},{"name":"Xiaoniao Ji","is_ca":false},{"name":"Hongyu Ge","is_ca":false},{"name":"Duo Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02447910619751293,"gpt":0.3150634399732863,"spread":0.2905843337757734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004951684,0.0002547047,0.0002099384,0.0005660849,0.00075256,0.0004445663,0.0005247465,0.00003661031,0.001488436],"category_scores_gemma":[0.0001240247,0.0002809169,0.00006080904,0.0004897962,0.00007594436,0.002498399,0.000236777,0.0004280657,0.0003049079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004638965,"about_ca_system_score_gemma":0.0007307603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001496181,"about_ca_topic_score_gemma":0.0000013472,"domain_scores_codex":[0.9977567,0.0001029918,0.0006499388,0.0003312395,0.0009018756,0.0002573003],"domain_scores_gemma":[0.9981993,0.000047299,0.0006637808,0.00023992,0.0007074954,0.0001422087],"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":[0.0001552989,0.000225008,0.00021407,0.00009273664,0.00002985763,6.177014e-7,0.003587387,0.006614769,0.0002053283,0.05687179,0.02296677,0.9090364],"study_design_scores_gemma":[0.001245704,0.000240995,0.001068927,0.0004598965,0.00002337659,0.00009129925,0.01110739,0.129748,0.0001220609,0.004041817,0.8511262,0.0007243484],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2277275,0.003698089,0.09512085,0.04119509,0.04086535,0.005069206,0.001499107,0.00333271,0.5814921],"genre_scores_gemma":[0.9825163,0.0002045995,0.006293774,0.006842169,0.0001962487,0.0004901629,0.001542785,0.00003383617,0.001880058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.908312,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}