{"id":"W4393347052","doi":"10.1007/978-3-031-52585-8_9","title":"A Method for Mathematical Physics","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Theoretical physics; Statistical physics; Computer science; Physics; Management science; Economics","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":[0.000984801,0.001062852,0.0008338336,0.002511736,0.001993694,0.002499257,0.001414474,0.001379284,0.02908061],"category_scores_gemma":[0.002132156,0.0007881224,0.001600176,0.001379261,0.004776122,0.005931036,0.002365382,0.004416537,0.009624062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749869,"about_ca_system_score_gemma":0.001056969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001271204,"about_ca_topic_score_gemma":0.001572111,"domain_scores_codex":[0.9993587,0.0002401973,0.00003166801,0.0001083088,0.0002259502,0.00003511586],"domain_scores_gemma":[0.9994311,0.0003150001,0.0000146697,0.0001160512,0.00009577742,0.00002742133],"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":[0.000002553982,0.000004653971,0.000008408419,0.00002728582,0.000003135687,0.000006558571,0.00006369496,0.0001543296,0.00014622,0.9841045,0.006571836,0.00890672],"study_design_scores_gemma":[0.000004227796,0.00000421914,0.00002541135,0.00001633972,0.00000459724,0.00003144005,0.00001658023,0.001710835,0.0001620269,0.9290213,0.06899723,0.000005772129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001483846,0.00297195,0.756295,0.003378014,0.002106297,0.00007015547,0.0002767454,0.0007790928,0.2326388],"genre_scores_gemma":[0.08745233,0.00432436,0.4539467,0.002220802,0.002716874,0.0005198118,0.0005521154,0.002300676,0.4459663],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02908061,"threshold_uncertainty_score":0.09728432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317208485620464,"score_gpt":0.2908282071501396,"score_spread":0.1591073585880933,"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."}}