{"id":"W2303693741","doi":"10.14288/1.0097317","title":"A study of the engineering model of lightning strokes and its application to unshielded transmission lines","year":2010,"lang":"en","type":"article","venue":"Open Collections","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lightning (connector); Electric power transmission; Engineering; Electrical engineering; Physics; Power (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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000595927,0.00005565852,0.0000983237,0.00002749499,0.0003137643,0.0000490875,0.0001511167,0.00001375943,0.00001560893],"category_scores_gemma":[0.000004146054,0.00004166647,0.00001743871,0.0003240153,0.00000489391,0.00004420062,0.00005310198,0.00008859721,1.455072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002962492,"about_ca_system_score_gemma":0.00003183683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006536191,"about_ca_topic_score_gemma":0.00006157352,"domain_scores_codex":[0.9996352,0.000009050696,0.000124172,0.0001035201,0.0000570114,0.00007102111],"domain_scores_gemma":[0.9997329,0.00002379292,0.00004245879,0.0001243247,0.00004331363,0.00003323878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000241248,0.0005206042,0.001118326,0.0000123636,0.00006102627,1.739401e-8,0.004208558,0.02661216,0.9620217,0.00265835,0.0005645434,0.002198199],"study_design_scores_gemma":[0.002451214,0.000926478,0.003337184,0.00009348107,0.0002104595,0.000001485088,0.002826108,0.4608167,0.5236578,0.003445244,0.001807053,0.0004268347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842944,0.000004157055,0.004917761,0.00008516387,0.00003342696,0.0005846756,0.000007241492,0.000006455447,0.01006678],"genre_scores_gemma":[0.9942957,3.016304e-7,0.000811666,0.000002469583,0.00002793842,0.0001131114,6.511706e-7,0.000006074368,0.004742083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4383639,"threshold_uncertainty_score":0.2413253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015754866037719,"score_gpt":0.2343320656228121,"score_spread":0.2241745169624349,"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."}}