{"id":"W4409046326","doi":"10.1016/b978-0-323-95504-1.00418-x","title":"Learning-Oriented Assessment (LOA)","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Loa loa; Computer science; Psychology; Biology; Zoology","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":[0.0005524107,0.0007706228,0.0004544808,0.00115373,0.0004393022,0.003331746,0.000887328,0.0009154782,0.08511533],"category_scores_gemma":[0.001739794,0.000301568,0.0003302642,0.001371758,0.0004111416,0.001968467,0.001576747,0.00147491,0.05667433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005768915,"about_ca_system_score_gemma":0.0008476651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357898,"about_ca_topic_score_gemma":0.002310056,"domain_scores_codex":[0.9995267,0.00006424861,0.00002566032,0.00005950305,0.0003025444,0.00002140653],"domain_scores_gemma":[0.9993713,0.0002763339,0.00002674439,0.00006568854,0.000195665,0.0000642874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001239304,0.00006467113,0.000091885,0.0001724652,0.000002983876,0.00003281952,0.0001825181,0.0003833913,0.001575467,0.01753285,0.08897926,0.8909692],"study_design_scores_gemma":[0.000008089369,0.00006420187,0.00110234,0.0005099809,0.000008280903,0.0004023534,0.0001760836,0.002067005,0.001402887,0.03112805,0.9631137,0.00001691574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002340364,0.01031885,0.1068467,0.001011435,0.001331985,0.0001304179,0.0003177864,0.00385129,0.8738511],"genre_scores_gemma":[0.01279317,0.006553343,0.04528184,0.0005163883,0.0002727879,0.0001743777,0.000408239,0.000565121,0.9334348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08511533,"threshold_uncertainty_score":0.2847391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721180118315386,"score_gpt":0.3258029582369012,"score_spread":0.3085911570537473,"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."}}