{"id":"W4408849865","doi":"10.1103/physrevphyseducres.21.010124","title":"Improving undergraduate astronomy students’ skills with research literature via accessible summaries: An exploratory case study with Astrobites-based reading assignments","year":2025,"lang":"en","type":"article","venue":"Physical Review Physics Education Research","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"Virginia Space Grant Consortium; Deutsche Forschungsgemeinschaft; National Aeronautics and Space Administration; Space Telescope Science Institute; National Science Foundation","keywords":"Reading (process); Mathematics education; Exploratory research; Computer science; Psychology; Sociology; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01452779,0.000655611,0.0006181909,0.001409542,0.004393104,0.003616474,0.002160922,0.001949823,0.001959835],"category_scores_gemma":[0.03447292,0.0005097293,0.0006531722,0.001446831,0.002091159,0.002172635,0.005229846,0.002426029,0.0005370401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001729824,"about_ca_system_score_gemma":0.003492806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006837831,"about_ca_topic_score_gemma":0.002120756,"domain_scores_codex":[0.9907942,0.006044445,0.0005621068,0.0006774717,0.001037162,0.0008845943],"domain_scores_gemma":[0.9659429,0.01922748,0.004020747,0.002000082,0.002882484,0.005926285],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005281622,0.01881655,0.05517348,0.001464818,0.00008420768,0.01315301,0.6221949,0.00147297,0.01352737,0.002431862,0.004579052,0.2665736],"study_design_scores_gemma":[0.0004338709,0.0210238,0.1031548,0.001155145,0.0002309734,0.009425167,0.7013845,0.004286271,0.02170357,0.004791102,0.1321264,0.0002842991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946585,0.0001514791,0.002147026,0.0007738307,0.00002864867,0.0003632103,0.00001777415,0.00003202889,0.001827498],"genre_scores_gemma":[0.9815335,0.0005175878,0.01419251,0.0005037201,0.00005349436,0.0004667276,0.00004680827,0.00001991662,0.00266577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9854722,"threshold_uncertainty_score":0.07683128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07172789867500298,"score_gpt":0.4832029744187009,"score_spread":0.4114750757436979,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}