{"id":"W2038971700","doi":"10.1016/j.coldregions.2005.10.002","title":"The application of a uniform radial ice thickness to structural sections","year":2005,"lang":"en","type":"article","venue":"Cold Regions Science and Technology","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Engineer Research and Development Center; U.S. Army Corps of Engineers; Natural Sciences and Engineering Research Council of Canada","keywords":"Icing; Ice field; Electric power transmission; Geology; Electrical conductor; Materials science; Structural engineering; Composite material; Engineering; Geomorphology; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001630493,0.00006107203,0.00007473157,0.0003465544,0.0004611396,0.00002161082,0.0003663735,0.00009250764,2.078037e-7],"category_scores_gemma":[0.0001253781,0.00004428247,0.000009327707,0.001796492,0.000957659,0.00008081503,0.00008320491,0.0001372077,0.000004222027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005351668,"about_ca_system_score_gemma":0.00004024868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001766167,"about_ca_topic_score_gemma":0.000171281,"domain_scores_codex":[0.9994707,0.000002174063,0.0001027572,0.000128314,0.00009981615,0.0001962305],"domain_scores_gemma":[0.9994828,0.00003547862,0.00002159708,0.0003258765,0.0001093534,0.0000249416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002812,0.000006172805,0.0004082811,0.00001004899,0.000007120541,4.003792e-7,0.0002456121,0.005193977,0.07462235,0.6811903,0.001000993,0.237312],"study_design_scores_gemma":[0.0003571021,0.0002085141,0.002300223,0.00004496159,0.00002523718,0.0001608924,0.002685372,0.1487984,0.658058,0.02306441,0.1638899,0.0004069459],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510618,0.000169057,0.03470895,0.01127253,0.0001949729,0.0002767293,0.00000196088,0.001173438,0.001140523],"genre_scores_gemma":[0.9978555,0.00005432745,0.001969234,0.00002490105,0.00001908111,0.00003643694,1.308703e-7,0.000004316037,0.00003604194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6581258,"threshold_uncertainty_score":0.3546759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007071660847241576,"score_gpt":0.2303810847593976,"score_spread":0.223309423912156,"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."}}