{"id":"W6967681993","doi":"10.5281/zenodo.10114325","title":"NC&CG solution algorithm for resilient BEB system configuration","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Algorithm design; Term (time); Feature (linguistics); Sequence (biology); Key (lock)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000575599,0.0001442014,0.0001327511,0.0002201266,0.001147344,0.0003842892,0.0003706178,0.00007729761,0.0004729494],"category_scores_gemma":[0.0001732281,0.0001706026,0.00005944799,0.0006373051,0.0000512996,0.0002683272,0.0001871931,0.0001481214,0.008206051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004222808,"about_ca_system_score_gemma":0.000002653189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000528988,"about_ca_topic_score_gemma":1.644843e-7,"domain_scores_codex":[0.9986385,0.00009358763,0.0002731135,0.0002914409,0.0002869257,0.0004165019],"domain_scores_gemma":[0.9990956,0.00002285114,0.00005004746,0.0002936377,0.0004119835,0.0001259252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004216709,0.00004997821,7.156937e-7,0.0003711407,0.0000737583,0.00001110927,0.0005138156,0.008996123,0.02810632,0.005906608,0.6297583,0.32617],"study_design_scores_gemma":[0.0004509614,0.000153866,0.0002916908,0.00004302923,0.00001636605,0.00002683525,0.0002634453,0.3952914,0.002912029,0.0000380014,0.6003231,0.0001892773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01576074,0.00008388123,0.9258649,0.0004729413,0.0009060372,0.001653191,0.001887807,0.01039516,0.04297531],"genre_scores_gemma":[0.981817,0.00005024668,0.001407133,0.00001976361,0.0003394251,6.589681e-7,0.01426646,0.00152293,0.0005763775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9660563,"threshold_uncertainty_score":0.9925662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022570187856038,"score_gpt":0.2266144772443586,"score_spread":0.2040442893883206,"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."}}