{"id":"W74771962","doi":"10.1007/978-3-642-56240-2_3","title":"An Intuitive Approach to Elementary Mathematics on the Web","year":2002,"lang":"en","type":"book-chapter","venue":"Mathematics and visualization","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Point (geometry); Elementary mathematics; Computer science; Linear algebra; Mathematics education; Interface (matter); Algebra over a field; World Wide Web; Mathematics; Pure mathematics; Geometry","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":[0.0006173555,0.0001953818,0.0002407858,0.0001673039,0.0004307071,0.0001072326,0.0004197456,0.0002607748,0.0006819616],"category_scores_gemma":[0.0001217168,0.0001500869,0.00004192839,0.00008170521,0.0002080152,0.00005017695,0.00008864752,0.0001862497,0.0001137935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006576486,"about_ca_system_score_gemma":0.00003129961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001314029,"about_ca_topic_score_gemma":0.00004850732,"domain_scores_codex":[0.9988827,0.00005127908,0.0003254968,0.0002131084,0.0003663367,0.0001611222],"domain_scores_gemma":[0.9987907,0.0002472076,0.0002369896,0.0005220161,0.0001108595,0.00009219276],"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":[7.806804e-7,0.0001658819,0.000001553161,0.00003691701,0.00002118503,1.592969e-7,0.01746542,0.00000103646,0.000006798961,0.9785051,0.001915829,0.001879283],"study_design_scores_gemma":[0.0003108254,0.0002664547,0.000004211744,0.0004605784,0.0001394637,0.00000292971,0.01532751,0.07028645,0.00003983382,0.495802,0.4166105,0.0007493137],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002601285,0.00004635955,0.0114289,0.00114575,0.00005804747,0.001103311,0.00002351047,0.0001585156,0.9857755],"genre_scores_gemma":[0.2503654,0.01365486,0.1272351,0.008660981,0.001327951,0.0008886108,0.0009899839,0.0006721398,0.596205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4827032,"threshold_uncertainty_score":0.7467001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08277899830800826,"score_gpt":0.3548149712303391,"score_spread":0.2720359729223308,"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."}}