{"id":"W2995113055","doi":"","title":"Analysis, design, and strengthening of communication towers","year":2011,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002535221,0.0001077126,0.0002626102,0.000322367,0.0001248773,0.000007547739,0.0002543448,0.00009695395,0.0004231849],"category_scores_gemma":[0.00001713821,0.000124901,0.0001236479,0.0006343337,0.0001079104,0.0003607195,0.0000817743,0.0001245155,0.000002931219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003143677,"about_ca_system_score_gemma":0.000007062303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009113182,"about_ca_topic_score_gemma":0.00007477557,"domain_scores_codex":[0.9993584,0.00008004651,0.0001583033,0.0001382864,0.0001450104,0.0001199974],"domain_scores_gemma":[0.9993797,0.00005088375,0.0001189755,0.0002923572,0.00009177294,0.00006629981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000338719,0.00008575116,0.7190758,0.0001396532,0.004181335,0.000008832765,0.02087136,0.2101543,0.02305927,0.0008528677,0.00007387355,0.02115825],"study_design_scores_gemma":[0.0007602006,0.0000717752,0.8981519,0.00004989691,0.001605416,0.000002674716,0.002244636,0.08203662,0.01421126,0.0004195193,0.00009499046,0.0003510865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853037,0.0004198675,0.01309162,0.00001263554,0.00001678645,0.00007124766,0.000007957844,0.00004468184,0.001031487],"genre_scores_gemma":[0.9760851,0.0002438426,0.02355063,0.000002854129,0.000003102902,1.071066e-7,0.00002426576,0.000008360516,0.00008174413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1790761,"threshold_uncertainty_score":0.5093315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225327229893918,"score_gpt":0.1866245543054132,"score_spread":0.1640918313160215,"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."}}