{"id":"W2262311454","doi":"","title":"Improvement of argumentative competence by means of an ITS in math class at secondary school","year":2006,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Argumentative; Competence (human resources); Computer science; Semiotics; Mathematics education; Situational ethics; Artificial intelligence; Psychology; Epistemology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001909346,0.0001530506,0.0002592568,0.000578103,0.0000651161,0.0000261641,0.0005688526,0.00008776975,0.0003388602],"category_scores_gemma":[0.0001520149,0.0001506477,0.0000192059,0.0007126143,0.0002597595,0.0002835617,0.0001481971,0.0003316994,0.00002286571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009688,"about_ca_system_score_gemma":0.0006015957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007748024,"about_ca_topic_score_gemma":0.0004650141,"domain_scores_codex":[0.998643,0.00005131237,0.0004055077,0.0003971215,0.0002651945,0.0002378977],"domain_scores_gemma":[0.9988396,0.0002995887,0.0002665597,0.0002706382,0.0002210778,0.0001025567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001000089,0.0004936285,0.01294187,0.00002707583,0.000009565074,0.000001090933,0.0007889576,0.000005551778,0.03017701,0.9514948,0.0008559008,0.003194619],"study_design_scores_gemma":[0.001890645,0.00083769,0.1349901,0.0002379048,0.00001665324,0.00001841576,0.002635115,0.004786922,0.1958301,0.657194,0.0009355893,0.0006268491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8442986,0.0002753212,0.0001497347,0.1433091,0.001039993,0.0004107023,0.00003762318,0.00006452537,0.01041437],"genre_scores_gemma":[0.9958959,0.00005690242,0.00277014,0.0001476694,0.00005312778,0.00009517755,0.00007192034,0.000006574271,0.0009026293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2943008,"threshold_uncertainty_score":0.6143233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235755429241897,"score_gpt":0.2552674776755041,"score_spread":0.2429099233830851,"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."}}