{"id":"W4390846387","doi":"10.1007/978-3-031-42478-6_10","title":"Applications of Ising Models Based on Stochastic Computing","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Ising model; Computer science; Statistical physics; Distributed computing; Physics","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":[0.0002954319,0.0008188799,0.0009576748,0.0008687687,0.0004544159,0.001541789,0.00108701,0.001056249,0.01006647],"category_scores_gemma":[0.001159145,0.0003847653,0.0008310794,0.001594771,0.0008461298,0.00158876,0.000777706,0.001827225,0.002303282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009159977,"about_ca_system_score_gemma":0.0006756912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105879,"about_ca_topic_score_gemma":0.001379912,"domain_scores_codex":[0.9997867,0.00004154618,0.00001013112,0.00002645103,0.0001190352,0.00001620428],"domain_scores_gemma":[0.9996763,0.0001919148,0.00001583522,0.00004705288,0.00005165988,0.00001724085],"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":[0.00001685201,0.00003441786,0.0001083947,0.000250906,0.0000341913,0.00006689598,0.00005087765,0.04708015,0.001754893,0.8633808,0.01968039,0.06754123],"study_design_scores_gemma":[0.000004486432,0.00001374235,0.0001189976,0.00007639831,0.00001346141,0.0001248299,0.00001418007,0.1742027,0.000982752,0.7710047,0.05342767,0.00001614764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01052808,0.05808027,0.5497046,0.003227987,0.003662094,0.00007489238,0.0003419652,0.001426385,0.3729538],"genre_scores_gemma":[0.3635115,0.1036508,0.2319249,0.001253868,0.003889774,0.0001900392,0.0008400906,0.001008897,0.29373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01006647,"threshold_uncertainty_score":0.03367573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088913659630693,"score_gpt":0.2583446360669864,"score_spread":0.2174554994706794,"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."}}