{"id":"W4388823921","doi":"10.1103/physrevx.13.041033","title":"Learning Interacting Theories from Data","year":2023,"lang":"en","type":"article","venue":"Physical Review X","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Jülich Supercomputing Centre, Forschungszentrum Jülich","keywords":"Computer science; Artificial neural network; Work (physics); Complex system; Data science; Statistical physics; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005079775,0.001625697,0.001961757,0.004594132,0.0008440687,0.003530269,0.003027658,0.002224311,0.004410272],"category_scores_gemma":[0.03930216,0.001190146,0.002171668,0.002877405,0.002564255,0.008062823,0.0045931,0.005054456,0.001449039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155237,"about_ca_system_score_gemma":0.001317895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602958,"about_ca_topic_score_gemma":0.002163156,"domain_scores_codex":[0.9963404,0.001707787,0.0002582523,0.0007373467,0.0008375999,0.0001186953],"domain_scores_gemma":[0.9752104,0.0204782,0.0006737594,0.00254342,0.0007626209,0.0003315416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006508448,0.0006472155,0.01661672,0.002318334,0.001338566,0.001146164,0.001359215,0.2396526,0.002563341,0.379056,0.02105078,0.3336003],"study_design_scores_gemma":[0.00006045713,0.00004392419,0.0005790222,0.0001470045,0.00007659812,0.00009379979,0.0001372291,0.4224616,0.000529047,0.5716549,0.004188423,0.00002808238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05320239,0.003739377,0.927547,0.005594421,0.0003179624,0.0002826761,0.002589669,0.001778606,0.004947813],"genre_scores_gemma":[0.6383407,0.004935556,0.3367585,0.00206386,0.001042235,0.001032343,0.01242727,0.0003774802,0.003021989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005079775,"threshold_uncertainty_score":0.02686477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06544884570926958,"score_gpt":0.3846265364239375,"score_spread":0.3191776907146679,"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."}}