{"id":"W2483992977","doi":"10.1007/0-387-28387-0","title":"A taste of topology","year":2005,"lang":"en","type":"book","venue":"CERN Document Server (European Organization for Nuclear Research)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Memorization; Taste; Vocabulary; Topology (electrical circuits); Mathematics education; Computer science; Linguistics; Mathematics; Psychology; Philosophy; Combinatorics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001283938,0.0002389436,0.0003349706,0.0004353268,0.0005320366,0.000659943,0.002472495,0.0001384592,0.002114388],"category_scores_gemma":[0.000261289,0.0002455263,0.0001021283,0.0003559972,0.0001667389,0.0009084271,0.001945145,0.0003466231,0.001878948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002918679,"about_ca_system_score_gemma":0.0001215518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002427007,"about_ca_topic_score_gemma":3.834631e-7,"domain_scores_codex":[0.9975626,0.000181252,0.0007498066,0.0004236156,0.0006949566,0.0003877753],"domain_scores_gemma":[0.9972746,0.00007240957,0.0006242259,0.0008468289,0.001043859,0.00013801],"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":[0.000004696754,0.00004957091,8.581304e-7,0.0006554543,0.00004925619,0.000003084922,0.002862355,0.00006749174,0.000004061064,0.9432538,0.04784031,0.005209074],"study_design_scores_gemma":[0.0008006999,0.0002820448,0.00003365226,0.0004577904,0.00002690618,0.00005456163,0.0001171859,0.0006645138,0.0003015008,0.1303253,0.8663949,0.0005409008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002693944,0.0004158799,0.01970376,0.002250307,0.0009034314,0.00180005,0.0000084236,0.001277869,0.9709463],"genre_scores_gemma":[0.1409204,0.0002589502,0.003202159,0.0009728079,0.0008023958,0.000001198377,0.0004583044,0.0007215418,0.8526622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8185546,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725610671669846,"score_gpt":0.2687897358940191,"score_spread":0.2415336291773206,"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."}}