{"id":"W2489097739","doi":"10.1007/978-3-030-44394-8","title":"Advanced Methods of Structural Analysis","year":2021,"lang":"en","type":"book","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Riverview Hospital","funders":"","keywords":"Key (lock); Computer science; Management science; Data science; Engineering; Computer security","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000586001,0.0002669872,0.0007991605,0.0004758221,0.00001490879,0.00001644364,0.0001463883,0.0002082818,0.002800579],"category_scores_gemma":[0.00001702151,0.0002448071,0.0005983842,0.0006384662,0.00002757027,0.00004975628,0.00002443331,0.0002127425,0.000004275867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000926737,"about_ca_system_score_gemma":0.00003709758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005262227,"about_ca_topic_score_gemma":0.00001675868,"domain_scores_codex":[0.99907,0.00001987378,0.0004018477,0.0002008639,0.0001671356,0.0001402665],"domain_scores_gemma":[0.9993038,0.00007781666,0.00006444602,0.0003977307,0.00009161453,0.00006463885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.214527e-7,4.532914e-7,0.00000399365,0.0001402942,0.004423614,0.000002135705,0.00003542269,0.9488245,0.0009849558,0.002195353,0.001231632,0.04215678],"study_design_scores_gemma":[0.0001685116,0.00001167711,0.000339601,0.0000430638,0.003978297,0.000003621348,0.00005292784,0.955162,0.01359037,0.0008760348,0.02506913,0.0007046876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0001374274,0.003008789,0.6585316,0.000005330201,0.0003777845,0.00005655473,0.0000403531,0.0003670846,0.3374751],"genre_scores_gemma":[0.02158167,0.0002065934,0.2245488,0.00001959799,0.0001148981,0.000006662859,0.0008911531,0.00009641238,0.7525342],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4339828,"threshold_uncertainty_score":0.9982945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007025141639695523,"score_gpt":0.2800957486952192,"score_spread":0.2730706070555237,"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."}}