{"id":"W2463434434","doi":"10.1017/cbo9780511777486.010","title":"Education","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Political science","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":[0.00004313702,0.0001707017,0.0001305173,0.0001375046,0.0001047024,0.00006951446,0.000790894,0.0002045418,0.000001901124],"category_scores_gemma":[0.000004830279,0.0002163375,0.00008372784,0.000006212196,0.0000422805,0.0001109758,0.0002682062,0.0003854321,0.00002365632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009264154,"about_ca_system_score_gemma":0.0003638027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002956864,"about_ca_topic_score_gemma":4.517454e-7,"domain_scores_codex":[0.9993151,0.00000454533,0.00008533616,0.0003018279,0.000156859,0.0001362686],"domain_scores_gemma":[0.999073,0.00002931011,0.00007930312,0.0005481347,0.0001419782,0.0001282819],"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":[7.725839e-7,0.000005837693,2.117548e-7,0.00001814492,0.00001526042,0.000007224613,0.00002345882,0.00000898171,0.00006744069,0.989159,0.007802424,0.002891179],"study_design_scores_gemma":[0.00005131292,0.000007715953,0.00001437659,0.00004711831,0.00001901069,0.00001098577,0.000003565532,0.0003739147,0.0001468249,0.0001193924,0.9989737,0.0002321195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001230486,0.00006251421,0.04524142,0.00005956095,0.001236931,0.0001025759,0.00000844737,0.0001145754,0.9531617],"genre_scores_gemma":[0.0003585383,0.00002742869,0.01064584,0.0000667337,0.00020451,3.925705e-7,0.00001587161,0.00001699101,0.9886637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9911712,"threshold_uncertainty_score":0.8821988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408058517956123,"score_gpt":0.1879195271376804,"score_spread":0.1738389419581191,"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."}}