{"id":"W7107960903","doi":"10.5281/zenodo.17753402","title":"Polyparallelism: A Symbolic Concurrency Framework for Harmonic Kernel Systems","year":2025,"lang":"","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Concurrency; Symbolic trajectory evaluation; Computation; Kernel (algebra); Symbolic computation; Scheduling (production processes); Algebra over a field","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":[0.0008689247,0.0005244691,0.0004746796,0.0006903704,0.0009676108,0.002128097,0.001558802,0.0006326344,0.003719983],"category_scores_gemma":[0.00168604,0.0003886409,0.0007549842,0.0005547754,0.003742575,0.002757145,0.002614268,0.001905745,0.0008363154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012652,"about_ca_system_score_gemma":0.001260043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981546,"about_ca_topic_score_gemma":0.001961733,"domain_scores_codex":[0.9993082,0.0001758395,0.00004007318,0.0001212717,0.0002546085,0.0001000187],"domain_scores_gemma":[0.9994742,0.0001655514,0.00005468805,0.0001768267,0.00006968861,0.00005898916],"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":[0.00002147304,0.00001442737,0.0001472061,0.0000226626,0.000005509864,0.00007079668,0.0002309921,0.03278783,0.002451627,0.953299,0.0005203671,0.01042804],"study_design_scores_gemma":[0.00002064297,0.00004000711,0.0000884045,0.00002175842,0.000009979757,0.00008459035,0.00006261743,0.3348895,0.004054546,0.6413075,0.019396,0.00002451881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008694186,0.0001077132,0.9836577,0.0001274922,0.00002780557,0.00003484042,0.00003776284,0.0006026635,0.006709874],"genre_scores_gemma":[0.5859119,0.0003680387,0.4020083,0.000161077,0.0001210472,0.0002714655,0.0002066353,0.0006467461,0.0103048],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003719983,"threshold_uncertainty_score":0.01244462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05621132279130774,"score_gpt":0.3002688849414958,"score_spread":0.2440575621501881,"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."}}