{"id":"W4411307838","doi":"10.1080/20004508.2025.2519831","title":"Do students perceive assessment differently? Exploring the diverse ways students conceive assessment and its impact on their assessment experiences and engagement","year":2025,"lang":"en","type":"article","venue":"Education Inquiry","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Pedagogy; Mathematics education","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001974895,0.0004292689,0.0003977385,0.0002545525,0.002350388,0.001366402,0.0009943254,0.00009501734,0.0004142229],"category_scores_gemma":[0.00006154302,0.0002951343,0.0001180621,0.0004352997,0.0004783532,0.0006952894,0.0006637718,0.0004872488,0.000009661934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178158,"about_ca_system_score_gemma":0.0009819944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002327304,"about_ca_topic_score_gemma":0.00004274957,"domain_scores_codex":[0.9957346,0.0008588046,0.0004666425,0.000747825,0.001633885,0.0005582194],"domain_scores_gemma":[0.9981512,0.0007232173,0.0002501027,0.0004052809,0.0002261893,0.0002439478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002500757,0.001079729,0.6924627,0.00002232811,0.0002946383,0.000001392458,0.2715144,0.000006638747,0.00007360846,0.02445042,0.002097672,0.007971415],"study_design_scores_gemma":[0.0004707002,0.0001277457,0.5729339,0.000107691,0.00005609902,2.007475e-7,0.424657,0.00001903496,0.0000134785,0.0002885778,0.001142935,0.000182632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828255,0.0003171669,0.0001224686,0.001309779,0.004956578,0.001741142,0.000008688942,0.0000727584,0.008645873],"genre_scores_gemma":[0.9942451,0.001894294,0.0001472867,0.0005046385,0.0005571421,0.001662229,0.00001842932,0.00001874896,0.0009521992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1531426,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503994172707718,"score_gpt":0.4960694933686223,"score_spread":0.3456700760978505,"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."}}