{"id":"W4281766867","doi":"10.15760/comminfolit.2022.16.1.3","title":"Flexibility Is Key: Co-creating a Rubric for Programmatic Instructional Assessment","year":2022,"lang":"en","type":"article","venue":"Communications in Information Literacy","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Rubric; Flexibility (engineering); Key (lock); Process (computing); Engineering management; Computer science; Instructional design; Process management; Library instruction; Creativity; Engineering ethics; Mathematics education; Knowledge management; Pedagogy; Information literacy; Engineering; Sociology; Psychology; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003204562,0.00009458003,0.0001235416,0.00035358,0.002772236,0.0003927244,0.0009346491,0.00004369865,0.0004105513],"category_scores_gemma":[0.001286775,0.0001159875,0.00006523763,0.001009994,0.0002148853,0.004589114,0.000253768,0.0004220924,0.00002017894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565789,"about_ca_system_score_gemma":0.0007952919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005373886,"about_ca_topic_score_gemma":0.00005379588,"domain_scores_codex":[0.9976585,0.0008225979,0.0006908276,0.0001293483,0.0004712132,0.0002275124],"domain_scores_gemma":[0.996841,0.001236035,0.0005541046,0.000871843,0.0004433988,0.00005364998],"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":[0.00003227435,0.0004283507,0.02936903,0.00006126428,0.00002379546,3.105577e-8,0.2430187,0.0003740626,0.000005403349,0.3614639,0.000991516,0.3642316],"study_design_scores_gemma":[0.0003968627,0.00004058872,0.01074705,0.00001595331,0.000009939888,0.000002474125,0.02332432,0.0134673,0.000005238308,0.02512807,0.926721,0.0001411626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2364777,0.0002904906,0.02256738,0.0292768,0.001380228,0.006335557,0.0002617626,0.0003780354,0.7030321],"genre_scores_gemma":[0.7950154,0.00006065809,0.2003454,0.0006120939,0.00005039474,0.003172678,0.0005329608,0.000006655582,0.0002037928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9257295,"threshold_uncertainty_score":0.998526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06994744401423979,"score_gpt":0.4988872160320599,"score_spread":0.4289397720178201,"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."}}