{"id":"W7015017701","doi":"","title":"Recent Faculty Scholarship &amp; Activities September 2007","year":2007,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Atlanta; Legal education; State (computer science); Politics; Foundation (evidence)","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":[0.001207153,0.0001409609,0.0001313383,0.00009696261,0.0001712379,0.0002264929,0.0004451131,0.00007349146,0.0003482022],"category_scores_gemma":[0.00006211455,0.0001163865,0.00006640242,0.0002291952,0.00001832624,0.0006446646,0.0001449488,0.0002690025,0.001298584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009996062,"about_ca_system_score_gemma":0.0000333223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002870207,"about_ca_topic_score_gemma":0.00004117831,"domain_scores_codex":[0.998614,0.00005231803,0.0002277711,0.0003171935,0.0003602252,0.0004285143],"domain_scores_gemma":[0.9992296,0.0001015304,0.00007853226,0.000355625,0.0001175439,0.0001171658],"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":[0.00001783507,0.0001252223,0.02342664,0.00002649824,0.00007292425,0.00004973639,0.001622284,0.0002512492,0.004068934,0.6930125,0.01999162,0.2573346],"study_design_scores_gemma":[0.00007423225,0.00001892452,0.006710644,0.00002497595,0.000001356384,0.00001658894,0.00009940298,0.00006581555,0.007146087,0.000188985,0.9854764,0.0001766251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04462655,0.0001421714,0.7713813,0.0001479778,0.001062787,0.00009745954,5.923191e-7,0.0003211055,0.18222],"genre_scores_gemma":[0.4314648,0.00003094428,0.08280417,0.0008552247,0.000698322,0.000007359955,0.000006297764,0.0000275298,0.4841054],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9654847,"threshold_uncertainty_score":0.999479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07864362398138212,"score_gpt":0.3294567178175438,"score_spread":0.2508130938361616,"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."}}