{"id":"W4396608219","doi":"10.1090/gsm/236/03","title":"Maps and functions","year":2024,"lang":"en","type":"book-chapter","venue":"Graduate studies in mathematics","topic":"Historical Geography and Cartography","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0005132376,0.0002280383,0.000422845,0.0003181091,0.0003612217,0.00003855428,0.000121887,0.0001776088,0.0000445828],"category_scores_gemma":[0.0001028787,0.0002033935,0.0001914284,0.0001971263,0.001153833,0.00003773679,0.0001049215,0.0003937428,0.0001563097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008539946,"about_ca_system_score_gemma":0.00002583287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002368947,"about_ca_topic_score_gemma":0.0005261781,"domain_scores_codex":[0.9987559,0.00001886058,0.0003147857,0.0002749785,0.0003965079,0.0002390088],"domain_scores_gemma":[0.9992836,0.0002865148,0.00008623543,0.0001789184,0.00009321208,0.00007150209],"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":[8.847131e-7,0.00001401688,0.000007642392,0.0003339795,0.0001830851,0.00002580671,0.02823954,1.504039e-7,6.828284e-8,0.9352863,0.0343377,0.001570863],"study_design_scores_gemma":[0.00002626627,0.00001309142,0.00000105451,0.0002592131,0.00009387467,9.59812e-7,0.005864108,5.719743e-7,2.737046e-8,0.5245483,0.4690647,0.0001278494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000314775,0.01966049,0.00001077642,0.0006217232,0.001269984,0.0002433925,0.00003881697,0.000111749,0.9780116],"genre_scores_gemma":[0.00119286,0.03235964,0.0005728256,0.00003975716,0.0003463618,0.00003801623,0.000005725589,0.00003809604,0.9654067],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.434727,"threshold_uncertainty_score":0.8294148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447770825103624,"score_gpt":0.3428970950803796,"score_spread":0.1981200125700172,"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."}}