{"id":"W2182175677","doi":"10.58459/icce.2010.71","title":"Study on Learning Effect by Active Manipulation using Tangible Solar System Teaching Equipment","year":2010,"lang":"en","type":"article","venue":"International Conference on Computers in Education","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"Ministry of Education, Culture, Sports, Science and Technology","keywords":"Computer science; Human–computer interaction; Multimedia; Learning effect; Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000682579,0.0004788903,0.0005886424,0.0003632407,0.0001706881,0.0003302544,0.0004586949,0.0004246174,0.003490546],"category_scores_gemma":[0.003084984,0.0001741073,0.0005254867,0.0001708565,0.0003648514,0.0006099255,0.0004074977,0.0005010001,0.0001874494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009231174,"about_ca_system_score_gemma":0.0002037255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001511081,"about_ca_topic_score_gemma":0.0001463711,"domain_scores_codex":[0.9994055,0.000210884,0.00005427173,0.00009064973,0.000168572,0.00007004875],"domain_scores_gemma":[0.9964163,0.00279229,0.0003870812,0.0001470918,0.000111831,0.0001453326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01510462,0.02981728,0.01651536,0.003896706,0.0003441345,0.001271403,0.006879666,0.0009628857,0.5997228,0.0006104367,0.0004185316,0.324456],"study_design_scores_gemma":[0.00364771,0.3895633,0.2257936,0.0004349028,0.001225401,0.002847869,0.003200509,0.004734771,0.3590413,0.0007322762,0.0086347,0.0001436901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974343,0.0002829484,0.001574624,0.00003241327,0.00001218955,0.00008383903,0.00001420436,0.00002158523,0.000543904],"genre_scores_gemma":[0.9932467,0.000480542,0.005010092,0.00003995611,0.00003245839,0.0001519488,0.00003107058,0.00001147886,0.0009957238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003490546,"threshold_uncertainty_score":0.01167703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583926453400622,"score_gpt":0.3725274707594745,"score_spread":0.3266882062254683,"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."}}