{"id":"W2346096131","doi":"10.1017/cbo9780511996276","title":"The Learning Sciences in Educational Assessment: The Role of Cognitive Models","year":2011,"lang":"en","type":"book","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Task (project management); Cognition; Reading comprehension; Reading (process); Computer science; Comprehension; Cognitive model; Psychology; Cognitive science; Cognitive psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001439447,0.0001563587,0.0001746937,0.000183718,0.0005249947,0.0001866117,0.001281974,0.00007744742,0.00003181063],"category_scores_gemma":[0.00007754668,0.00008331632,0.00008326548,0.0002398701,0.0002436834,0.0002692939,0.0002821114,0.0005778638,0.00002621899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006008504,"about_ca_system_score_gemma":0.001002971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002340257,"about_ca_topic_score_gemma":0.00003181522,"domain_scores_codex":[0.9984393,0.0002010553,0.0003261685,0.0003263364,0.0004679617,0.0002392487],"domain_scores_gemma":[0.9976871,0.001544744,0.0003462969,0.0002019916,0.0002001837,0.00001969055],"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":[8.29149e-7,0.00001175033,0.0002187939,0.00000408025,0.00001628432,2.879898e-7,0.001156579,0.001303546,0.000002446722,0.991608,0.0001667352,0.005510655],"study_design_scores_gemma":[0.0001181364,0.0002135971,0.0009680903,0.00121374,0.00001551902,0.00001103426,0.002743498,0.1323251,0.0001124598,0.6040375,0.2578102,0.0004310641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003442213,0.001091012,0.06583331,0.0001385142,0.0002867775,0.0002098754,6.864388e-7,0.00001987941,0.9323855],"genre_scores_gemma":[0.1128382,0.0001371537,0.0008844839,0.00003953414,0.0001534344,0.00003506934,0.000002255736,0.00001083031,0.8858991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3875705,"threshold_uncertainty_score":0.4037888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560112490257415,"score_gpt":0.2934283110454312,"score_spread":0.247827186142857,"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."}}