{"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"},"query_hash":"89ec46b3d064","filters":{"venue":"Practice and Experience in Advanced Research Computing"}},"results":[{"id":"W4386585163","doi":"10.1145/3569951.3597562","title":"Career Phases in Research Computing and Data","year":2023,"lang":"en","type":"article","venue":"Practice and Experience in Advanced Research Computing","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Science Foundation","keywords":"Onboarding; Workforce; Vocabulary; Computer science; Work (physics); Knowledge management; Order (exchange); Career development; Psychology; Business; Political science; Engineering; Pedagogy","retraction":null,"screen_n_in":null,"score":{"opus":0.6275725362735679,"gpt":0.6174180021980081,"spread":0.01015453407555977,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03890137,0.0002173682,0.0003113018,0.002122745,0.001012845,0.00395663,0.004664474,0.00008569087,0.000003516873],"category_scores_gemma":[0.04510263,0.0002194879,0.00001419053,0.007553222,0.0006789454,0.03891055,0.01994297,0.002223908,0.00002995427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001653619,"about_ca_system_score_gemma":0.0002400388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518577,"about_ca_topic_score_gemma":0.0002402634,"domain_scores_codex":[0.9895014,0.00299162,0.0006304514,0.002148436,0.002637406,0.002090746],"domain_scores_gemma":[0.975961,0.02069959,0.0001502406,0.002299251,0.0005743598,0.0003155468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002221626,0.0004411558,0.01976635,0.0003006109,0.00002858433,0.003112364,0.03437034,0.002247752,0.003406106,0.03623919,0.001165755,0.8986996],"study_design_scores_gemma":[0.001510581,0.0003236191,0.01429929,0.0006355619,0.000002218824,0.0001051409,0.08298013,0.8118371,0.0003562928,0.002060056,0.08536506,0.0005249192],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510509,0.003181528,0.02305408,0.01487433,0.0002883154,0.001456508,0.000007450825,0.0002802031,0.005806727],"genre_scores_gemma":[0.9582927,0.006933977,0.03433169,0.0001226036,0.00009888789,0.00004231353,0.00001883912,0.00002193106,0.0001370471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8981747,"threshold_uncertainty_score":0.9970773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386585200","doi":"10.1145/3569951.3597567","title":"Broadening Student Engagement To Build the Next Generation of Cyberinfrastructure Professionals","year":2023,"lang":"en","type":"article","venue":"Practice and Experience in Advanced Research Computing","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Office of Advanced Cyberinfrastructure; Canadian Intensive Care Foundation; National Science Foundation","keywords":"Cyberinfrastructure; Computer science; Medical education; Compass; Mathematics education; Data science; Psychology; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.5513665520723092,"gpt":0.6030563860646753,"spread":0.05168983399236604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02641502,0.0001125534,0.0001854194,0.0006212177,0.0009420512,0.0007288887,0.001168293,0.00003087403,0.0000312762],"category_scores_gemma":[0.02831682,0.00007339998,0.00002857025,0.004008668,0.0001641728,0.0008769632,0.002841156,0.0004787109,0.00005190221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005653923,"about_ca_system_score_gemma":0.00006730289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000068513,"about_ca_topic_score_gemma":0.00001930047,"domain_scores_codex":[0.9935133,0.001334517,0.0007112673,0.000836797,0.003059548,0.0005445046],"domain_scores_gemma":[0.9903055,0.007979381,0.0002168559,0.0007960649,0.0005874134,0.0001147744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006924077,0.0001173107,0.005386494,0.00001665784,0.00001203071,0.00003868026,0.1105904,0.09377185,0.02811542,0.002453539,0.008370087,0.7510583],"study_design_scores_gemma":[0.0005119658,0.000191616,0.05001799,0.0002711418,0.000004182428,0.00001329053,0.6017196,0.2306221,0.003359633,0.001722668,0.1112792,0.0002867444],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873402,0.0001584034,0.004984553,0.005522258,0.0006984004,0.0005802588,0.000001410099,0.00003110349,0.000683401],"genre_scores_gemma":[0.9895781,0.00004313992,0.009626213,0.0002764651,0.000121418,0.00004215488,0.000002541598,0.000006822452,0.0003031723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7507716,"threshold_uncertainty_score":0.9798681,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}