{"id":"W4319591854","doi":"10.1007/978-3-031-22532-1_49","title":"Characterization of Aluminum Conductors Steel Reinforced in Overhead Transmission Lines","year":2023,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Conductor; Electrical conductor; Materials science; Aluminium; Electric power transmission; Composite material; Ultimate tensile strength; Zinc; Metallurgy; Electrical engineering; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004183585,0.0005540935,0.001338712,0.0002475172,0.00005931643,0.00009107701,0.000334676,0.0004376208,0.001431458],"category_scores_gemma":[0.00001839371,0.0004111123,0.0002454527,0.000135841,0.00009361223,0.0002710322,0.00007091988,0.000188739,0.00005747678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003090663,"about_ca_system_score_gemma":0.00002421212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001215647,"about_ca_topic_score_gemma":0.0001056414,"domain_scores_codex":[0.9975401,0.00006725629,0.001344548,0.0003419825,0.0003809418,0.0003252238],"domain_scores_gemma":[0.9988773,0.00006938088,0.000374077,0.0005096389,0.00009154484,0.00007798817],"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":[0.0000510525,0.000004737823,5.732819e-7,0.0005243664,0.0002236148,0.000009194174,0.0001459659,0.0004351951,0.9889022,0.009202294,0.0001059262,0.0003949233],"study_design_scores_gemma":[0.0004680105,0.0001130868,0.00009864079,0.001039628,0.00051097,0.000005814895,0.00005017793,0.0009668227,0.9537456,0.00243946,0.0396007,0.0009611006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9615769,0.001433361,0.00105276,0.000374405,0.004826976,0.002448112,0.003044166,0.001056423,0.0241869],"genre_scores_gemma":[0.3851832,0.007843525,0.0001615528,0.00005968392,0.0006761967,0.0001394944,0.002738316,0.0003777798,0.6028202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5786333,"threshold_uncertainty_score":0.9998341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682647384779573,"score_gpt":0.2225552611984732,"score_spread":0.1957287873506775,"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."}}