{"id":"W4415497257","doi":"10.1145/3711670.3764626","title":"Standardizing Assessment Measures for Community-Engaged Undergraduate STEM Curricula","year":2025,"lang":"","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Washington State University Vancouver","keywords":"Curriculum; Reflection (computer programming); Higher education; Graduate students; Community engagement; Community college","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05233628,0.0007727679,0.0005896442,0.004821762,0.001678299,0.002056827,0.001815967,0.001162112,0.002536735],"category_scores_gemma":[0.1163134,0.0003336752,0.001082216,0.002654481,0.0008665725,0.002235345,0.002699252,0.001432203,0.001205039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611086,"about_ca_system_score_gemma":0.003409378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001504155,"about_ca_topic_score_gemma":0.003988287,"domain_scores_codex":[0.9617752,0.01574209,0.006284157,0.00320783,0.0119637,0.001027112],"domain_scores_gemma":[0.870396,0.050964,0.0100525,0.01530183,0.05089578,0.002389961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006351174,0.003692866,0.3484504,0.001117991,0.0002863641,0.00006724827,0.006193249,0.002176388,0.02006259,0.006318497,0.008621713,0.6023776],"study_design_scores_gemma":[0.0002944094,0.006423742,0.8823377,0.0009809157,0.0002098699,0.0003542873,0.007811746,0.009469225,0.03138947,0.008989343,0.0515341,0.000205187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6720855,0.001124871,0.2633835,0.0008549498,0.001197864,0.0216295,0.001905483,0.001273966,0.03654436],"genre_scores_gemma":[0.698658,0.0004460998,0.2671817,0.0004566078,0.0001407675,0.02614865,0.003150215,0.0002699178,0.003548093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05233628,"threshold_uncertainty_score":0.276784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307253749651085,"score_gpt":0.4711943977470093,"score_spread":0.3404690227819008,"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."}}