{"id":"W2784717050","doi":"10.5539/ies.v11n2p106","title":"Designing Cognitively Diagnostic Assessment for Algebraic Content Knowledge and Thinking Skills","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bayesian network; Cognition; Variable (mathematics); Domain knowledge; Causal model; Process (computing); Mathematics education; Concept learning; Psychology; Computer science; Artificial intelligence; Natural language processing; Mathematics; Statistics","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":[0.008270103,0.0006287753,0.0004107608,0.001876989,0.0004007324,0.001430701,0.001065137,0.0007643135,0.001169645],"category_scores_gemma":[0.05495943,0.0003511769,0.0003891714,0.0005721219,0.0005712239,0.002797799,0.001171911,0.000647014,0.0002774553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235945,"about_ca_system_score_gemma":0.002143365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534681,"about_ca_topic_score_gemma":0.001913632,"domain_scores_codex":[0.9940302,0.003598525,0.0003765023,0.0005168134,0.001321016,0.0001569402],"domain_scores_gemma":[0.9701738,0.02041905,0.002495416,0.001469466,0.004959616,0.0004826071],"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":[0.001036823,0.002032749,0.1230684,0.0007331108,0.0001531936,0.0003590892,0.006621337,0.05185799,0.04606383,0.02941089,0.001461095,0.7372015],"study_design_scores_gemma":[0.0003511581,0.00236993,0.05194316,0.0002771366,0.0001792922,0.0005556347,0.00271957,0.8395729,0.06337938,0.03103814,0.00739335,0.0002202557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2820558,0.00009341478,0.7120585,0.0002187666,0.00003305434,0.001502207,0.0001120148,0.0008206715,0.003105509],"genre_scores_gemma":[0.5827051,0.00005467861,0.4155854,0.00004440213,0.000006471351,0.0009124006,0.0001243608,0.00002308967,0.0005440249],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008270103,"threshold_uncertainty_score":0.04373699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0916243917569757,"score_gpt":0.4011516109462748,"score_spread":0.3095272191892992,"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."}}