{"id":"W4388702838","doi":"10.1007/978-3-030-19071-2_112-1","title":"Mathematical Experiments on Paper and Computer","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Interpretation (philosophy); Process (computing); Mathematical practice; Context (archaeology); Mathematical structure; Mathematical theory; Theoretical computer science; Calculus (dental); Mathematics; Programming language; Mathematics education; Physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003688623,0.0004674777,0.0006813935,0.0001355146,0.0001178172,0.00003737987,0.0001996635,0.0003898548,0.005798731],"category_scores_gemma":[0.00006346815,0.0003775978,0.0001680511,0.00001283439,0.0001772237,0.00005063682,0.0001544422,0.0003479472,0.005044943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005142708,"about_ca_system_score_gemma":0.00001828755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.718616e-7,"about_ca_topic_score_gemma":9.093392e-7,"domain_scores_codex":[0.9984192,0.00002361587,0.000496367,0.000407216,0.0004206481,0.0002329686],"domain_scores_gemma":[0.9980015,0.001032438,0.0001716196,0.0006117694,0.00003574641,0.0001468895],"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":[0.00001119143,0.00006096854,3.230084e-8,0.0003451487,0.0001080942,0.00004498987,0.0005376035,8.655759e-8,0.000004145727,0.9554745,0.04241475,0.0009984911],"study_design_scores_gemma":[0.0002237759,0.0001109194,1.702077e-7,0.000553892,0.00006850058,0.0000230124,0.0000206291,0.00007663032,0.0000259276,0.9034901,0.09503015,0.0003763242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000102169,0.00002972928,0.00224071,0.00007546775,0.0002818233,0.000370263,0.00001332232,0.0004073653,0.9964792],"genre_scores_gemma":[0.0001101266,0.00002739853,0.01517188,0.0003790961,0.0002565985,0.00001691072,0.000007275643,0.0001972583,0.9838334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0526154,"threshold_uncertainty_score":0.9998676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08910415610030012,"score_gpt":0.3031744049412744,"score_spread":0.2140702488409743,"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."}}