{"id":"W2145616997","doi":"10.1145/1562877.1563001","title":"AARTIC","year":2009,"lang":"en","type":"article","venue":"","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Realization (probability); Human–computer interaction; Intelligent tutoring system; Learning environment; Multimedia; Software engineering; Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009903574,0.001043259,0.0006450898,0.002543303,0.002065789,0.005858902,0.001478987,0.001880033,0.531756],"category_scores_gemma":[0.002751,0.0004366583,0.0006020789,0.001510121,0.0005043179,0.002148297,0.003006562,0.001735309,0.3543899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401747,"about_ca_system_score_gemma":0.00209941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852644,"about_ca_topic_score_gemma":0.003990442,"domain_scores_codex":[0.9984103,0.0001880723,0.00008538373,0.0003486262,0.0007899615,0.0001776477],"domain_scores_gemma":[0.9986191,0.0001424218,0.00006818086,0.0002449961,0.0006305486,0.0002947002],"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":[0.0003535715,0.000273239,0.001394051,0.000596146,0.00002378289,0.0006259095,0.0004512436,0.0008923478,0.005310068,0.05231424,0.3500586,0.5877069],"study_design_scores_gemma":[0.00001279223,0.00003468065,0.0004157111,0.00009818929,0.000006968219,0.0002403252,0.00009207112,0.0003598436,0.001006331,0.002371015,0.9953536,0.00000843219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0032337,0.003413533,0.009497643,0.002602333,0.003440478,0.0002082416,0.002393141,0.002533928,0.9726771],"genre_scores_gemma":[0.0165342,0.002116226,0.006543146,0.0008140623,0.0004041686,0.0001170164,0.003258766,0.0005785038,0.9696339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.531756,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966128721673548,"score_gpt":0.3455219000404388,"score_spread":0.3258606128237033,"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."}}