{"id":"W4401312884","doi":"10.18260/1-2--48140","title":"The Success and Retention of Students Using Multiple-Attempt Testing in Fundamental Engineering Courses: Dynamics and Thermodynamics","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Directorate for STEM Education; Canadian Space Agency; National Science Foundation; University of Central Florida; Ministry of Education, Science and Technology; University of Cincinnati; American Society for Engineering Education","keywords":"Dynamics (music); Computer science; Thermodynamics; Mathematics education; Statistical physics; Psychology; Physics; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002519578,0.0008794973,0.0003970953,0.001865775,0.002732975,0.002408219,0.001292102,0.001007453,0.01352354],"category_scores_gemma":[0.00576961,0.0003881551,0.0003796148,0.0005621521,0.001008382,0.001452787,0.001632948,0.001616357,0.0021201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561475,"about_ca_system_score_gemma":0.006960143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01900299,"about_ca_topic_score_gemma":0.04511806,"domain_scores_codex":[0.9986028,0.0001690284,0.00004406493,0.0002380856,0.0005740027,0.000372058],"domain_scores_gemma":[0.992285,0.0006203703,0.0007164961,0.0001366165,0.002610782,0.003630678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001239565,0.007000734,0.4683342,0.0004584541,0.0001856559,0.001889814,0.01101983,0.000855414,0.03114074,0.004483368,0.03608197,0.4373103],"study_design_scores_gemma":[0.00004288284,0.003540281,0.8875496,0.0007927713,0.0001115424,0.001295083,0.009604751,0.004299586,0.01954662,0.003065736,0.07000279,0.0001483529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697865,0.002343335,0.001513838,0.007920307,0.0004043876,0.0001203601,0.0004139134,0.0001201576,0.01737717],"genre_scores_gemma":[0.9651154,0.001046237,0.001684936,0.0006073536,0.00007351864,0.00007541297,0.0002712063,0.00002712126,0.03109889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01900299,"threshold_uncertainty_score":0.04524076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186251084085582,"score_gpt":0.2507628967898688,"score_spread":0.238900385949013,"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."}}