{"id":"W2916875281","doi":"10.7202/1055896ar","title":"Digital assessment of mathematics: Opportunities, issues and criteria","year":2019,"lang":"en","type":"article","venue":"Mesure et évaluation en éducation","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plea; Test (biology); Computer science; Mathematics education; Management science; Mathematics; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.05167937,0.0007809239,0.0009399282,0.01064149,0.002372199,0.01658573,0.002724574,0.002429122,0.004047195],"category_scores_gemma":[0.09203157,0.0003754812,0.0005265335,0.008188634,0.01598151,0.0174495,0.01111961,0.002708417,0.001086317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004329427,"about_ca_system_score_gemma":0.006138627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002370968,"about_ca_topic_score_gemma":0.003019304,"domain_scores_codex":[0.929107,0.04134592,0.007637295,0.001995948,0.01889271,0.001021066],"domain_scores_gemma":[0.8799663,0.08098374,0.005293892,0.008111825,0.02088396,0.004760295],"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":[0.0001325128,0.0001892423,0.02253108,0.001580272,0.0000252381,0.0003141494,0.004258352,0.001128114,0.0009329233,0.5244836,0.004820984,0.4396036],"study_design_scores_gemma":[0.00008549974,0.0004940073,0.02161297,0.006034269,0.0000955995,0.003002968,0.01716119,0.0107771,0.004118868,0.6729218,0.263473,0.0002227706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08279645,0.09462011,0.4248169,0.1283193,0.001742544,0.00156674,0.0006793654,0.0006724777,0.2647861],"genre_scores_gemma":[0.6216552,0.02118421,0.3395118,0.003296322,0.0008935401,0.001604073,0.0004164102,0.0001822885,0.0112562],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05167937,"threshold_uncertainty_score":0.2733098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09385667342878277,"score_gpt":0.3813391217940354,"score_spread":0.2874824483652526,"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."}}