{"id":"W4401083841","doi":"10.1007/978-3-031-40846-5_144","title":"The Unreasonable Effectiveness of Mathematics to Generate New Spatial Imaginaries","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Mathematics; Calculus (dental); Epistemology; Computer science; Mathematical economics; Sociology; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001376138,0.0002520476,0.000317741,0.00005117095,0.0002426346,0.0001861229,0.0002509728,0.00014185,0.001591756],"category_scores_gemma":[0.00001435096,0.0001394813,0.0001289868,0.000005908772,0.0003672563,0.00004157449,0.0001416828,0.0002299324,0.000448886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002694318,"about_ca_system_score_gemma":0.00006235355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006019589,"about_ca_topic_score_gemma":0.005418804,"domain_scores_codex":[0.999264,0.000007226728,0.0002080366,0.0002040635,0.0001507433,0.0001659247],"domain_scores_gemma":[0.9993433,0.00009806317,0.00007465851,0.000308309,0.0001322899,0.00004342005],"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":[0.00001038856,0.000007314723,2.593959e-7,0.0001904745,0.0001422868,0.000005111378,0.002524278,0.000001350396,0.00002538539,0.9342085,0.06128187,0.001602753],"study_design_scores_gemma":[0.00004027385,0.00005474888,3.656733e-7,0.0001868351,0.00008238724,0.000002510487,0.0005853422,0.000007655343,0.0003190991,0.3709227,0.6276733,0.0001247763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003500816,0.002539939,0.000344065,0.0008152728,0.0007751461,0.0003598703,0.00008144782,0.0001688953,0.9948804],"genre_scores_gemma":[0.002640424,0.0001420707,0.0001364211,0.00006944979,0.0006723299,0.00001640674,0.00002167587,0.00005008033,0.9962512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5663914,"threshold_uncertainty_score":0.9993209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904466380496759,"score_gpt":0.2230220476190954,"score_spread":0.2039773838141278,"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."}}