{"id":"W2184326173","doi":"10.11575/prism/38767","title":"Key Notes in Teacher Education: CATE Invited Addresses 2004-2008","year":2009,"lang":"en","type":"book","venue":"PRISM (University of Calgary)","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Educational Research Association","keywords":"Key (lock); Mathematics education; Computer science; Psychology; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002308697,0.0001480029,0.0002601271,0.0005504978,0.0002414237,0.00001533366,0.000451743,0.0006849659,0.001021176],"category_scores_gemma":[0.0001864914,0.0001959182,0.00008981272,0.0002620067,0.0004824091,0.0002077031,0.00003425824,0.0004876251,0.00008388525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004679813,"about_ca_system_score_gemma":0.002254105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054501,"about_ca_topic_score_gemma":0.005830434,"domain_scores_codex":[0.9990119,0.0001156132,0.0001519929,0.0002647274,0.0002625205,0.00019319],"domain_scores_gemma":[0.9991532,0.00008541983,0.0002537731,0.0002427511,0.0001791746,0.00008566077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001475283,0.0003913432,0.002529661,0.00003155171,0.00003015245,0.00001060082,0.02287412,1.625917e-7,0.00001002355,0.03054756,0.4914364,0.4521237],"study_design_scores_gemma":[0.0001901147,0.00002650155,0.005155783,0.0001511817,0.00004683403,7.686103e-7,0.001585634,0.00002938743,0.00001343154,0.0165195,0.976041,0.0002398396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003907185,0.001530473,0.002339298,0.02120877,0.0003327631,0.0005224615,9.849961e-7,0.0001630679,0.969995],"genre_scores_gemma":[0.00276652,0.0009296606,0.005190547,0.0004502234,0.00009102438,0.000001412421,0.0001588215,0.00001390305,0.9903979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4846046,"threshold_uncertainty_score":0.999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850107592430377,"score_gpt":0.2560607545494978,"score_spread":0.2375596786251941,"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."}}