{"id":"W805493317","doi":"10.14711/thesis-b1198334","title":"Steel-plate encased concrete coupling beams","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Coupling (piping); Structural engineering; Composite material; Engineering; Forensic engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009203026,0.0003751589,0.0004470063,0.0001872774,0.00006927918,0.00006650784,0.0002018553,0.0003761794,0.001470276],"category_scores_gemma":[0.00002164318,0.0003597356,0.000190761,0.0002083731,0.00001084942,0.0001175256,0.00001006954,0.0004248003,0.0003986366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100263,"about_ca_system_score_gemma":0.00001753595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002272069,"about_ca_topic_score_gemma":0.00008509976,"domain_scores_codex":[0.998731,0.000005752099,0.0003507268,0.0002432272,0.0002674253,0.0004018967],"domain_scores_gemma":[0.9993256,0.00006435975,0.0000749594,0.0003369517,0.0000666612,0.0001314428],"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":[0.00004221643,0.000002370132,0.0006635093,0.001040559,0.001720098,0.00003028991,0.001329284,0.03209488,0.9565184,0.0006035539,0.002004802,0.003950103],"study_design_scores_gemma":[0.0006514409,0.00003141659,0.01635506,0.0003419011,0.001423372,0.00001657491,0.0012734,0.1574003,0.8147262,0.00008475106,0.005413774,0.002281791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499099,0.001461048,0.00008740865,0.000002817456,0.001744663,0.0001457163,0.00001760874,0.0008708817,0.04575996],"genre_scores_gemma":[0.9815352,0.00007002871,0.0007730365,0.000008859864,0.0002953729,0.00001771825,0.001418116,0.0001180649,0.01576362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417921,"threshold_uncertainty_score":0.9998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00884703855348309,"score_gpt":0.2250516835539758,"score_spread":0.2162046450004927,"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."}}