{"id":"W2726846541","doi":"","title":"Instruments of semiotic mediation in algebra, an example","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Semiotics; Mediation; Algebra over a field; Computer science; Linguistics; Programming language; Mathematics; Sociology; Pure mathematics; Philosophy; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0152777,0.0002255984,0.0003905262,0.0003290479,0.0002376263,0.0001756892,0.001284339,0.0004230487,0.0003111538],"category_scores_gemma":[0.005225836,0.0002679826,0.0001163805,0.0006103395,0.0004269297,0.0002379192,0.000565596,0.000714274,0.00001367749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004366951,"about_ca_system_score_gemma":0.0009941499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1098826,"about_ca_topic_score_gemma":0.08696125,"domain_scores_codex":[0.9822613,0.01538885,0.0006036218,0.0006429615,0.0007154281,0.0003878558],"domain_scores_gemma":[0.9954205,0.001347164,0.000678108,0.001391288,0.0009724139,0.0001905413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001392888,0.001294398,0.05409251,0.0003410307,0.00007061542,0.000008735609,0.3797663,0.001293774,0.002684045,0.2629649,0.00008480971,0.2973849],"study_design_scores_gemma":[0.007358645,0.00000832099,0.3969985,0.01908112,0.0003115362,0.00001088134,0.02095398,0.02864881,0.1522861,0.3274571,0.04205004,0.004834962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988232,0.0007008785,0.0345188,0.002775359,0.0004274996,0.0006429564,0.00001693937,0.0001943724,0.06190002],"genre_scores_gemma":[0.9134269,0.0002900883,0.08356156,0.00004193346,0.00003707953,0.00003648984,0.0002725279,0.00003103272,0.002302367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588123,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095418950723129,"score_gpt":0.2938223960535656,"score_spread":0.2628682065463343,"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."}}