{"id":"W4391923459","doi":"10.1159/000537908","title":"The Roots of Science, Technology, Engineering, and Mathematics: What Are the Evolutionary and Neural Bases of Human Mathematics and Technology?","year":2024,"lang":"en","type":"article","venue":"Brain Behavior and Evolution","topic":"Hemispheric Asymmetry in Neuroscience","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Engineering; Computer science; Management science; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004367313,0.0001454988,0.0001645427,0.0003188848,0.0005707295,0.0001360908,0.0002802535,0.00009091518,0.000001065406],"category_scores_gemma":[0.001114945,0.00009394644,0.00001762635,0.001513065,0.005449459,0.0004286221,0.0003287034,0.0002021156,2.612681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002705208,"about_ca_system_score_gemma":0.00003854513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004297499,"about_ca_topic_score_gemma":0.000002442936,"domain_scores_codex":[0.9988079,0.00001821715,0.0002737437,0.0003686763,0.0002858493,0.0002456161],"domain_scores_gemma":[0.9990606,0.00042243,0.0001167811,0.0002938968,0.00005568147,0.00005061531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000142613,0.00005405489,0.007239563,0.0001686444,0.000001496905,0.000006106421,0.0002185068,0.000004074215,0.9593928,0.02903285,0.00006656951,0.003813878],"study_design_scores_gemma":[0.0009418234,0.001148094,0.2362819,0.002321668,0.0003127008,0.004395263,0.03112847,0.3350679,0.3581671,0.02807602,0.001055656,0.001103382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945676,0.003275029,0.0001436297,0.001417559,0.0001367592,0.0003139253,0.00001286259,0.0001132379,0.00001939702],"genre_scores_gemma":[0.9987316,0.0003312046,0.0008027656,0.00001565237,0.000009665013,0.00003796435,1.680352e-7,0.00001157457,0.00005936303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6012257,"threshold_uncertainty_score":0.9972571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554393530310011,"score_gpt":0.2713633381840689,"score_spread":0.2558194028809688,"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."}}