{"meta":{"query_hash":"89ec46b3d064","filters":{"venue":"Practice and Experience in Advanced Research Computing"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/89ec46b3d064","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.6275725362735679,"score_gpt":0.6174180021980081,"score_spread":0.010154534075559773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386585163","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"incentives","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"incentives","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40119812,0.008867745,0.08285176,0.084568895,0.0023779003,0.0017741385,0.0020467879,0.0009711604,0.41534355],"genre_scores_gemma":[0.8430478,0.0038874135,0.061669514,0.005339128,0.0003184403,0.0008288182,0.0014352689,0.0003006221,0.083173014],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.980809,0.010933206,0.0011560956,0.0010975036,0.0037668175,0.0022372848],"domain_scores_gemma":[0.9410771,0.018257303,0.0036351883,0.004195872,0.011103009,0.021731667],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.024433821,0.00029363614,0.00025193367,0.002735032,0.0062832204,0.008836302,0.001713722,0.0013129014,0.007996947],"category_scores_gemma":[0.04049434,0.0004989383,0.00040274407,0.0034886503,0.0033812658,0.0065825963,0.0111276265,0.0031315428,0.0037185382],"study_design_candidate":"qualitative","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":[0.00048210422,0.0010208784,0.06938995,0.0005281031,0.000020406753,0.0005248025,0.13916312,0.000441805,0.0024024737,0.27381757,0.07678247,0.43542635],"study_design_scores_gemma":[0.000031128366,0.0004154171,0.028264195,0.0007176416,0.0000069475986,0.0008241729,0.10813488,0.0007735893,0.0013008065,0.0522869,0.80716527,0.00007893798],"about_ca_topic_score_codex":0.0040323017,"about_ca_topic_score_gemma":0.0072052768,"teacher_disagreement_score":0.97556615,"about_ca_system_score_codex":0.0036702624,"about_ca_system_score_gemma":0.015635582,"threshold_uncertainty_score":0.12921995},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.5513665520723092,"score_gpt":0.6030563860646753,"score_spread":0.05168983399236604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386585200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5586011,0.0029792364,0.040751595,0.18600607,0.004898703,0.0014732314,0.00022543299,0.0013999762,0.20366468],"genre_scores_gemma":[0.855075,0.0017383416,0.025338717,0.026942091,0.001134355,0.0011065068,0.0003796746,0.0002881339,0.08799727],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9839834,0.0063613215,0.00030895465,0.0011632177,0.0026202456,0.005562815],"domain_scores_gemma":[0.9478969,0.0031076053,0.0013069321,0.0013154866,0.005628214,0.04074484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015571699,0.0007694843,0.0005335024,0.0020203027,0.01028969,0.01790638,0.002811665,0.0039364314,0.029196804],"category_scores_gemma":[0.016787844,0.0005791407,0.0007570379,0.001220626,0.0039807474,0.009850857,0.031358436,0.006778776,0.011098328],"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":[0.00024461135,0.005753682,0.04325542,0.00044038525,0.00003798229,0.000792395,0.13923463,0.0004997849,0.005715313,0.054603398,0.1799405,0.56948185],"study_design_scores_gemma":[0.000118374905,0.0014474557,0.013542725,0.00064780575,0.000022977869,0.00086273,0.14742038,0.0019909597,0.0022204104,0.03762939,0.7940044,0.000092434144],"about_ca_topic_score_codex":0.0009625564,"about_ca_topic_score_gemma":0.0025456087,"teacher_disagreement_score":0.029196804,"about_ca_system_score_codex":0.0028399224,"about_ca_system_score_gemma":0.020473268,"threshold_uncertainty_score":0.097673},"labels":[],"label_agreement":null}]}