{"id":"W2503877268","doi":"10.5948/upo9780883859759.019","title":"Computer-Based Technologies and Plausible Reasoning","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Artificial intelligence; Data science; Management science; Mathematics education; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001254618,0.0003176474,0.0003514815,0.0002530409,0.0002161638,0.0001726721,0.0005813238,0.0003051341,0.00002111106],"category_scores_gemma":[0.00001188264,0.0002787423,0.00008685383,0.00004031952,0.00008404581,0.000144851,0.0003998317,0.0004398062,0.00009657988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005601046,"about_ca_system_score_gemma":0.00008058598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915059,"about_ca_topic_score_gemma":0.000004795922,"domain_scores_codex":[0.9986075,0.00001060473,0.0002579212,0.0005952618,0.0002723164,0.0002564013],"domain_scores_gemma":[0.9991645,0.00009557314,0.0001848795,0.0004220119,0.00008739658,0.00004570341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001040922,0.000003646516,0.00003830947,0.00002641778,0.00002124788,0.00006949037,0.00005012854,0.0001993619,0.000006401878,0.9561778,0.001876312,0.04152983],"study_design_scores_gemma":[0.0001165003,0.000157419,0.00001943088,0.0006536887,0.000005629776,0.000112715,0.00001072213,0.03277979,0.0002637955,0.001242858,0.9641388,0.0004986551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00001872679,0.0009233662,0.7293434,0.000161671,0.0003232044,0.0001531932,0.000001189859,0.001342415,0.2677329],"genre_scores_gemma":[0.002708164,0.0001890431,0.2149585,0.0001180398,0.0001734376,0.000006089584,0.000002801584,0.0000396416,0.7818043],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9622625,"threshold_uncertainty_score":0.9999665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637737584240254,"score_gpt":0.2212007928871495,"score_spread":0.194823417044747,"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."}}