{"id":"W4381801473","doi":"10.30574/wjaets.2023.9.1.0162","title":"Systematical structural analysis of monolithic domes","year":2023,"lang":"en","type":"article","venue":"World Journal of Advanced Engineering Technology and Sciences","topic":"Noise Effects and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Dome (geology); Terrain; Parametric statistics; Survivability; Structural engineering; Geology; Computer science; Engineering; Aerospace engineering; Geography; Mathematics","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":[0.0009183451,0.00006802667,0.0003600874,0.002849557,0.0001671902,0.000003964332,0.0001948258,0.00004915561,0.00001702453],"category_scores_gemma":[0.0002491144,0.00004574403,0.00005077878,0.004121694,0.0001413281,0.0001001616,0.00008168659,0.0002516086,0.000001550597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001865595,"about_ca_system_score_gemma":0.00002372792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001440322,"about_ca_topic_score_gemma":0.000006200604,"domain_scores_codex":[0.9991061,0.00003190969,0.0004075944,0.00009038749,0.0001553464,0.0002086346],"domain_scores_gemma":[0.9992482,0.0003345182,0.0002267534,0.0000923703,0.00006046824,0.00003768367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004028782,0.00001677839,0.1148209,0.001402585,0.001119184,0.00005582298,0.001196982,0.2983191,0.0134755,0.5590847,0.0002336678,0.01023449],"study_design_scores_gemma":[0.002301025,0.001051322,0.6664144,0.003346059,0.001776579,0.00003830013,0.01376528,0.2552481,0.00196306,0.04770513,0.005675947,0.0007148171],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960904,0.0004804192,0.001663967,0.001057937,0.0003841709,0.0001034831,0.000001095805,0.00006610055,0.0001524014],"genre_scores_gemma":[0.9947398,0.00008654238,0.005000907,0.00001441144,0.00001889832,0.000005106471,1.678798e-7,0.000003018566,0.0001311216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5515934,"threshold_uncertainty_score":0.254263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895432168025948,"score_gpt":0.3724668705852439,"score_spread":0.3535125489049844,"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."}}