{"id":"W4401015329","doi":"10.5206/mt.v4i2.19983","title":"A Poetic Visualization of the Process of Mathematical Discovery","year":2024,"lang":"en","type":"article","venue":"Maple Transactions","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Poetry; Visualization; Process (computing); Computer science; Epistemology; Literature; Philosophy; Artificial intelligence; Art; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002894353,0.00009829945,0.0002032376,0.00007492846,0.00007549253,0.00001562536,0.000166011,0.00005678806,0.0004950684],"category_scores_gemma":[0.00009071446,0.00006701888,0.0001776734,0.0003197966,0.0001661137,0.0001451339,0.00000473125,0.000100777,0.00001255416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002243825,"about_ca_system_score_gemma":0.00006865679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001458663,"about_ca_topic_score_gemma":0.000006095082,"domain_scores_codex":[0.9990957,0.00006167294,0.0003785675,0.0001098275,0.0002555058,0.000098695],"domain_scores_gemma":[0.9991652,0.0004019449,0.00008194846,0.000278607,0.00004946148,0.00002287689],"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":[0.00001366323,0.00047317,0.000004961432,0.005597169,0.00009961832,0.000001215228,0.01351835,0.0001191593,0.002705502,0.9768145,0.0001927412,0.0004599128],"study_design_scores_gemma":[0.0001355361,0.00003980183,0.00001050234,0.0007428587,0.0002778563,0.00002300415,0.0009444646,0.00370944,0.0280794,0.9652351,0.0006897522,0.0001123431],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08320798,0.00008754876,0.9091639,0.0001300875,0.0002136623,0.0002829373,0.00003979505,0.00008332112,0.006790755],"genre_scores_gemma":[0.9939705,0.000004076157,0.001498598,0.000006281989,0.00001566443,0.00002281292,9.576169e-7,0.00002462392,0.004456533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9107625,"threshold_uncertainty_score":0.5420652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656449806906704,"score_gpt":0.3134515326371569,"score_spread":0.2868870345680898,"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."}}