{"id":"W4397026284","doi":"10.2139/ssrn.4831559","title":"Modular Forms and Mathematics of Mind","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"advanced mathematical theories","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Tachyon; Spacetime; Theoretical physics; Mathematics; Quantum field theory; Field (mathematics); Computer science; Pure mathematics; Physics; Quantum mechanics","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":[0.001619994,0.0001702392,0.0003282127,0.0001143198,0.00006940062,0.00004959266,0.0001653749,0.00007455044,0.00004244045],"category_scores_gemma":[0.0004743827,0.0001208708,0.0001139732,0.0001616308,0.0001227335,0.000238199,0.00005598978,0.0008958805,0.00001530577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001915366,"about_ca_system_score_gemma":0.0003551022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.674277e-7,"about_ca_topic_score_gemma":0.00000924383,"domain_scores_codex":[0.9980288,0.00002432594,0.0004628888,0.0001495249,0.0002803736,0.001054068],"domain_scores_gemma":[0.9990378,0.0005080397,0.0001291274,0.0001972361,0.00005883519,0.00006897795],"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":[0.000007282944,0.00005403007,0.000003501062,0.0003166242,0.0001537526,0.000005512997,0.000728097,0.000002239421,0.001617221,0.987905,0.00001164825,0.009195074],"study_design_scores_gemma":[0.0001710658,0.0001477289,0.000001372006,0.0002201786,0.00009064409,0.0009769768,0.002255102,0.0007917266,0.002094848,0.9928076,0.0003123304,0.0001303778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5550361,0.005982757,0.4352016,0.000259491,0.0001031811,0.0002009777,0.000004882324,0.00006168427,0.003149318],"genre_scores_gemma":[0.9463045,0.001489845,0.04994499,0.000006659151,0.0001057999,0.000005455345,5.352844e-7,0.00005925614,0.00208294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3912684,"threshold_uncertainty_score":0.4928969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641581317292276,"score_gpt":0.3071312170827966,"score_spread":0.2907154039098738,"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."}}