{"id":"W2723774362","doi":"","title":"nAble Adaptive Scaffolding Agent - Intelligent Support for Novices.","year":2008,"lang":"en","type":"article","venue":"Web Intelligence/IAT Workshops","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Sandbox (software development); Scaffold; Human–computer interaction; Task (project management); Multimedia; Artificial intelligence; Software engineering; Programming language; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001256428,0.0006803505,0.0007226727,0.0004798386,0.001059049,0.0003564541,0.002225025,0.0003044274,0.0002456721],"category_scores_gemma":[0.0001635406,0.0006483749,0.0005519016,0.001120994,0.0001805703,0.0009960673,0.0005850864,0.0005745615,0.0008977457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000451026,"about_ca_system_score_gemma":0.0004494392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001110315,"about_ca_topic_score_gemma":0.00002633774,"domain_scores_codex":[0.9948778,0.000133383,0.001195908,0.001447516,0.0008826733,0.001462747],"domain_scores_gemma":[0.9967797,0.0005549175,0.0004821325,0.00115443,0.0005977105,0.0004310433],"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":[0.0001456222,0.0004809838,0.001513589,0.0001539818,0.0003657228,0.0002758999,0.007247652,0.03237136,0.001460067,0.8277515,0.00920392,0.1190297],"study_design_scores_gemma":[0.0004126514,0.001043018,0.0003151292,0.0006229713,0.00005934794,0.0004325508,0.003398001,0.1829989,0.04998725,0.003268607,0.7552982,0.002163415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004521553,0.000890344,0.9823788,0.0003323317,0.003244324,0.001043576,0.00001387935,0.0006149521,0.006960206],"genre_scores_gemma":[0.8935756,0.0004499324,0.07284585,0.0005464617,0.0009001419,0.0002936401,0.00001819719,0.00009507377,0.03127509],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.909533,"threshold_uncertainty_score":0.9998802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05681868417152516,"score_gpt":0.2743742805309917,"score_spread":0.2175555963594666,"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."}}