{"id":"W2126132403","doi":"10.1109/wiiat.2008.264","title":"nAble Adaptive Scaffolding Agent &amp;#150; Intelligent Support for Novices","year":2008,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":2,"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","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":[0.0005231478,0.0002421329,0.0002808976,0.0001657854,0.0005155305,0.0001408681,0.0007681792,0.00007770275,0.0001311832],"category_scores_gemma":[0.00004088892,0.000208747,0.0001956269,0.0002741579,0.00004018331,0.0005435557,0.0002327198,0.0001277874,0.0005465987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384769,"about_ca_system_score_gemma":0.0001224208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002071878,"about_ca_topic_score_gemma":0.00002289271,"domain_scores_codex":[0.9979598,0.0000480966,0.0004198133,0.0006046529,0.0003772519,0.0005903887],"domain_scores_gemma":[0.9987761,0.0001767121,0.0001621987,0.0004723931,0.0002560366,0.0001565759],"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":[0.00003146737,0.000173706,0.001199966,0.00006456111,0.0001288579,0.00004718535,0.004950554,0.003924615,0.002868033,0.9651807,0.009492503,0.01193784],"study_design_scores_gemma":[0.00022869,0.0003108459,0.0002380403,0.00006845345,0.000008280123,0.0001074757,0.0004829389,0.01057243,0.02320139,0.0004248324,0.9638712,0.0004854067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01175349,0.0001301488,0.9731997,0.0001359333,0.001025302,0.0004130926,0.000002024224,0.0003204492,0.01301981],"genre_scores_gemma":[0.6915101,0.00003772197,0.156634,0.0003820827,0.0003809589,0.00009134302,0.000005576353,0.00003035613,0.1509279],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9647559,"threshold_uncertainty_score":0.8512454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08333339824264674,"score_gpt":0.2853509693189575,"score_spread":0.2020175710763107,"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."}}