{"id":"W1995382076","doi":"10.1145/1806512.1806529","title":"Moving K-7 education into the information age","year":2010,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Mathematics education; Graph; Graph theory; Theoretical computer science; Psychology; Mathematics","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":[0.0003803141,0.0000345952,0.000022702,0.00003761773,0.0002120274,0.0004048663,0.0003967976,0.00002196828,0.000007457683],"category_scores_gemma":[0.0001112765,0.00002178281,0.00001528999,0.0001121303,0.00001422274,0.0007480029,0.00007377476,0.0002425522,0.00009759452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006381644,"about_ca_system_score_gemma":0.00005155536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004350281,"about_ca_topic_score_gemma":0.00005434317,"domain_scores_codex":[0.999682,0.00002352454,0.0000722603,0.00005644736,0.00008951218,0.00007623125],"domain_scores_gemma":[0.99962,0.00003749847,0.00003449948,0.0002605548,0.00002413524,0.00002333997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.539031e-8,0.000004707615,0.0001841073,0.000001262923,5.634429e-7,4.128428e-8,0.008420828,0.00000912673,0.00008461583,0.09842035,0.0003219151,0.8925524],"study_design_scores_gemma":[0.0000298568,0.000009257602,0.006457251,0.000003281671,8.657829e-7,0.000005119863,0.0004152266,0.007011475,0.0001024259,0.001208265,0.9846966,0.0000604136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1148987,0.00001013662,0.8644134,0.004818919,0.001216548,0.00007811779,1.001817e-8,0.000391936,0.01417223],"genre_scores_gemma":[0.8129095,2.623493e-7,0.1858707,0.0005881424,0.00005470269,0.000006426183,0.000001065661,0.000001141382,0.0005679692],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9843746,"threshold_uncertainty_score":0.3904135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005276613320633744,"score_gpt":0.243967585478666,"score_spread":0.2386909721580322,"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."}}