{"id":"W4404976847","doi":"10.1007/978-981-99-7681-2_100","title":"Spinfoams and High-Performance Computing","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Noncommutative and Quantum Gravity Theories","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":[0.0001571582,0.0006214189,0.0004283613,0.000701148,0.00137234,0.002383953,0.0006134409,0.0008051601,0.02012276],"category_scores_gemma":[0.0005325581,0.0002653742,0.0001826943,0.00152472,0.00201488,0.003710209,0.0008111622,0.001406507,0.002279639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167898,"about_ca_system_score_gemma":0.0004561587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151002,"about_ca_topic_score_gemma":0.002159586,"domain_scores_codex":[0.9998862,0.00001858199,0.000003170925,0.00001438028,0.00005744798,0.00002019146],"domain_scores_gemma":[0.9998564,0.00007678888,0.000006890491,0.00002607306,0.00002199103,0.00001179235],"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":[0.000008384735,0.00001114431,0.00001477714,0.00005874233,0.000002623818,0.00001134662,0.00005833368,0.0005216665,0.0004528517,0.9498574,0.02286526,0.02613752],"study_design_scores_gemma":[0.000003853521,0.000007440505,0.0000570452,0.00004436292,0.000002399749,0.00005876487,0.00003363886,0.001723834,0.0003544475,0.7938728,0.2038356,0.000005904178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01102053,0.06314529,0.04313332,0.005739936,0.004730956,0.00004253169,0.0001604993,0.000523386,0.8715036],"genre_scores_gemma":[0.2529013,0.03869676,0.02330125,0.001478539,0.003293885,0.0001406018,0.0002229976,0.0003389498,0.6796257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02012276,"threshold_uncertainty_score":0.06731737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041254007779666,"score_gpt":0.2384654283310867,"score_spread":0.2280528882532901,"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."}}