{"id":"W4402272348","doi":"10.1088/1361-6552/ad6f66","title":"Investigating student perspectives on alternate final assessment approaches in upper-level physics courses","year":2024,"lang":"en","type":"article","venue":"Physics Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Mathematics education; Science education; Physics education; Physics; Engineering physics; Theoretical physics; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001483475,0.0001480372,0.0001418209,0.00008967104,0.0002909512,0.0002561671,0.0002227199,0.00004071431,0.00001002145],"category_scores_gemma":[0.0001645499,0.0001511785,0.00005145579,0.000674786,0.0001942339,0.0003809108,0.00003686031,0.0004413123,0.00001917767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008972757,"about_ca_system_score_gemma":0.001299618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007546279,"about_ca_topic_score_gemma":0.00004333356,"domain_scores_codex":[0.9981298,0.0005701074,0.000183299,0.0003742686,0.0004926152,0.0002499146],"domain_scores_gemma":[0.9992863,0.0003002459,0.00009274951,0.0001610345,0.0001110704,0.00004860615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.646217e-7,0.0004427839,0.01407866,0.00002197421,0.00001833615,2.533754e-7,0.1422086,0.000196704,0.0003398696,0.7632118,0.0001343561,0.07934576],"study_design_scores_gemma":[0.0002246854,0.0000980283,0.1327038,0.0006008737,0.00003982763,5.683762e-7,0.3060497,0.004720556,0.001613483,0.5523792,0.0009961323,0.000573211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188982,0.0001430999,0.01497453,0.002437725,0.001289677,0.0003830622,0.000006554676,0.0001134931,0.06175362],"genre_scores_gemma":[0.9781976,0.00001874742,0.01910538,0.0001119454,0.001795403,0.0001075837,0.00001611079,0.00002260708,0.0006246332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2108327,"threshold_uncertainty_score":0.6164882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3056781603889063,"score_gpt":0.508112614800535,"score_spread":0.2024344544116288,"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."}}