{"id":"W7132873289","doi":"","title":"Elements of effective instructional design for elementary mathematical problem solving computer software","year":2002,"lang":"","type":"dissertation","venue":"TSpace","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Animation; Perception; Instructional design; Curriculum; Software; Mathematical software; Mathematical problem; Educational software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00398081,0.0004710601,0.0003212362,0.001377615,0.0004580764,0.001384733,0.0006688113,0.0004427373,0.001602486],"category_scores_gemma":[0.02584996,0.0004036755,0.0003419534,0.0005690997,0.0004718456,0.0009280974,0.0008589878,0.0006298726,0.0002643066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000787517,"about_ca_system_score_gemma":0.001644148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006761695,"about_ca_topic_score_gemma":0.001564267,"domain_scores_codex":[0.9942163,0.002994918,0.0005935589,0.000198478,0.00178159,0.0002151687],"domain_scores_gemma":[0.9755682,0.01615129,0.00313347,0.001174972,0.00319035,0.0007816473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005175501,0.002505203,0.07286036,0.002697989,0.000108582,0.0002586624,0.01549195,0.003863227,0.03761989,0.004875194,0.001688186,0.8575132],"study_design_scores_gemma":[0.0009458555,0.01646772,0.5701721,0.008153166,0.001647722,0.003657021,0.0403375,0.04317022,0.1333102,0.02458291,0.1571568,0.0003988271],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8553077,0.001086246,0.1246311,0.0009133448,0.00005054305,0.001552931,0.00008760984,0.0006243127,0.01574622],"genre_scores_gemma":[0.7416485,0.0006992856,0.2553644,0.00009529386,0.00001958023,0.0006670419,0.0001308553,0.00003232553,0.001342726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00398081,"threshold_uncertainty_score":0.02105284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0412167762179884,"score_gpt":0.3893182642273236,"score_spread":0.3481014880093352,"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."}}