{"id":"W4312426162","doi":"10.5642/jhummath.vftn5690","title":"In Mathematics, As In Art","year":2022,"lang":"en","type":"article","venue":"Journal of Humanistic Mathematics","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Value (mathematics); Mathematics education; Reflection (computer programming); Visual arts; Aesthetics; Mathematics; Art; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002303953,0.0008068471,0.0006637176,0.001502075,0.005314756,0.01493912,0.001146995,0.003562619,0.02108769],"category_scores_gemma":[0.008473986,0.0003019578,0.0006152707,0.001598914,0.0282233,0.01541848,0.003811109,0.004775626,0.006101751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003120547,"about_ca_system_score_gemma":0.003688997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005403368,"about_ca_topic_score_gemma":0.005061204,"domain_scores_codex":[0.9967049,0.001298945,0.0001878533,0.0007717807,0.0007450944,0.0002914272],"domain_scores_gemma":[0.9976252,0.0007486267,0.0002315918,0.0006904059,0.0004483214,0.0002559254],"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":[0.000008909206,0.000004479643,0.0001244969,0.00005016486,0.000004094846,0.00002589785,0.001721349,0.00007243981,0.00008104907,0.9839824,0.007739616,0.006185177],"study_design_scores_gemma":[0.000009095167,0.00001649366,0.0002695614,0.0001395931,0.000007180453,0.000133672,0.001290949,0.0001361953,0.0001281727,0.5309272,0.4669291,0.00001272935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006324112,0.025322,0.03341394,0.05035915,0.00771412,0.00005692661,0.0002474485,0.0003660426,0.8761964],"genre_scores_gemma":[0.6115739,0.01826451,0.03834629,0.02031592,0.009900508,0.0002834404,0.0003865479,0.000874949,0.3000538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02108769,"threshold_uncertainty_score":0.07054532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085383029538565,"score_gpt":0.2558349476261054,"score_spread":0.2249811173307197,"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."}}