{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005866188,0.0001524674,0.0001531434,0.0002723165,0.0005327978,0.0006241208,0.00139427,0.00006536832,0.00003560085],"category_scores_gemma":[0.0007317467,0.0001587203,0.00007042081,0.001174582,0.0000335348,0.0005217837,0.000424354,0.0002130285,0.0004668576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000711669,"about_ca_system_score_gemma":0.00006074497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912206,"about_ca_topic_score_gemma":0.0001315282,"domain_scores_codex":[0.9962583,0.002066011,0.0002799031,0.0006348092,0.0004072339,0.000353739],"domain_scores_gemma":[0.9969854,0.0003878106,0.0001341703,0.001467631,0.0008581966,0.0001668127],"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":[0.000001373185,0.00005993321,0.0004551462,0.00001109398,0.00001037833,0.00000382745,0.01274987,0.0005041793,0.01116289,0.9312578,0.001633826,0.04214966],"study_design_scores_gemma":[0.0003895534,0.000003704316,0.01428276,0.0005994688,0.0000116821,0.00003472532,0.000739007,0.1047354,0.181878,0.01319201,0.6832853,0.0008483005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08884009,0.00004321693,0.878513,0.02580861,0.0005575067,0.0001901636,0.000001430766,0.0009822184,0.005063746],"genre_scores_gemma":[0.8939071,0.00001914532,0.07476321,0.0002296358,0.0002143787,0.00003425253,0.0000401616,0.00003083715,0.03076134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9180658,"threshold_uncertainty_score":0.6472425,"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."}}