{"id":"W4391336342","doi":"","title":"An introduction to TWG 3 Algebraic Thinking","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Computer science; Algebraic number; Algebra over a field; Programming language; Mathematics; Pure mathematics","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":[0.0005720439,0.0008525752,0.0006931451,0.001904785,0.001229245,0.003573805,0.001314267,0.0009662994,0.06230554],"category_scores_gemma":[0.001840074,0.0004764566,0.001420079,0.003782484,0.001992009,0.004799363,0.002206336,0.003860227,0.02713828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233303,"about_ca_system_score_gemma":0.0008394739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437131,"about_ca_topic_score_gemma":0.001862922,"domain_scores_codex":[0.9994872,0.000131587,0.00005393926,0.0001136984,0.0001657692,0.0000478496],"domain_scores_gemma":[0.9994829,0.0002626281,0.00002235209,0.00007948322,0.0001060149,0.00004655994],"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":[0.0000207752,0.00002004317,0.000109928,0.0002600166,0.000009133661,0.00009262117,0.0004144397,0.0008336215,0.001107128,0.7291813,0.06696156,0.2009892],"study_design_scores_gemma":[0.000006514907,0.0000115725,0.00008570355,0.0001023522,0.000006415243,0.0001989883,0.00008122185,0.001963881,0.0004957953,0.4572068,0.539825,0.00001568438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002052528,0.005070583,0.8090234,0.003324126,0.004369559,0.0001216659,0.0007070461,0.00379448,0.1715367],"genre_scores_gemma":[0.06716772,0.01424398,0.6078133,0.002886547,0.00512574,0.000630801,0.002409376,0.004957861,0.2947647],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06230554,"threshold_uncertainty_score":0.2084328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339205287466635,"score_gpt":0.2344355908404302,"score_spread":0.2210435379657638,"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."}}