{"id":"W4386431570","doi":"10.1007/978-981-19-3079-9_100-1","title":"Spinfoams and High-Performance Computing","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computation; Observable; Flatness (cosmology); Statistical physics; Applied mathematics; Mathematics; Algorithm; Physics; Cosmology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001152313,0.0002780411,0.0003570848,0.00008211419,0.0001009535,0.00006980378,0.0001349253,0.00009294581,0.0004772831],"category_scores_gemma":[5.882516e-7,0.0002530483,0.00006029606,0.00002051841,0.00005415451,0.00006106755,0.0001616822,0.000242211,0.00161308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001319788,"about_ca_system_score_gemma":0.00002794944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001902176,"about_ca_topic_score_gemma":0.000002370145,"domain_scores_codex":[0.9989903,0.000004271769,0.0003037413,0.0003128352,0.0001681108,0.0002207405],"domain_scores_gemma":[0.999414,0.00004338658,0.0001702999,0.000268357,0.00003667568,0.00006733547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000135838,0.000002318132,0.0005814498,0.00006606447,0.0000812837,0.000001831694,0.0000355,0.00001549305,0.00000575555,0.9763606,0.00219798,0.02065038],"study_design_scores_gemma":[0.003059089,0.0005519041,0.01110044,0.004534006,0.0004217343,0.00001821484,0.0003932914,0.149524,0.0007305263,0.1412067,0.6825693,0.005890759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0164581,0.00002884206,0.0007787344,0.00004038314,0.0006462841,0.0002404292,0.00002578853,0.0001725752,0.9816089],"genre_scores_gemma":[0.4737879,0.000004099235,0.00006333132,0.00001599561,0.000755496,0.000002198624,0.00004715969,0.00005378755,0.52527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8351539,"threshold_uncertainty_score":0.9999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491081991553445,"score_gpt":0.2176802779514218,"score_spread":0.2027694580358874,"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."}}