{"id":"W4413520018","doi":"10.64628/aam.ntr757kvc","title":"How ‘grade obsession’ is detrimental to students and their education","year":2023,"lang":"en","type":"article","venue":"","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Queen's University","funders":"","keywords":"Mathematics education; Psychology; Pedagogy; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001791366,0.0002265411,0.0003540448,0.001044228,0.002684125,0.005644737,0.0005860313,0.00107138,0.004637036],"category_scores_gemma":[0.01194889,0.0002197647,0.0003813306,0.0006887197,0.004674917,0.001550835,0.003154119,0.003396619,0.0004061117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605993,"about_ca_system_score_gemma":0.002399671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101401,"about_ca_topic_score_gemma":0.01626231,"domain_scores_codex":[0.9974961,0.0008998901,0.0001304631,0.0001780537,0.0006189628,0.0006765496],"domain_scores_gemma":[0.9878499,0.001437242,0.004234281,0.0007051961,0.001455366,0.004317889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002538493,0.001216347,0.8956122,0.00008434399,0.0001787232,0.001030355,0.02623536,0.0002281579,0.00189372,0.0140153,0.006564043,0.05268762],"study_design_scores_gemma":[0.00002739862,0.0002757816,0.9356208,0.0001004622,0.0000912121,0.0006717434,0.0451665,0.0001959686,0.0008509695,0.00860567,0.008328351,0.00006518331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9863144,0.0002280038,0.0001127311,0.003286739,0.00009237657,0.000004567382,0.00002064787,0.00001360198,0.009926939],"genre_scores_gemma":[0.9986299,0.00007925664,0.00004594465,0.000246059,0.00001349841,0.000002248784,0.00001505679,0.00000591111,0.000962233],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01101401,"threshold_uncertainty_score":0.02189982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0678163907371438,"score_gpt":0.4268343549590849,"score_spread":0.3590179642219412,"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."}}