{"id":"W2902648697","doi":"10.22215/etd/2005-08552","title":"An experimental and numerical study of square and rectangular slotted HSS connections","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Square (algebra); Humanities; Physics; Mathematics; Geometry; Art","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":[0.00005227932,0.0001676214,0.0002474188,0.0001541639,0.0000439445,0.00002124008,0.00004727426,0.0001319527,0.0001299451],"category_scores_gemma":[0.00001034305,0.0001702173,0.00002112285,0.00009952833,0.00000943433,0.000122588,0.000005981281,0.0001117582,6.933533e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002511592,"about_ca_system_score_gemma":0.000004494045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006903462,"about_ca_topic_score_gemma":0.00005714361,"domain_scores_codex":[0.999333,0.0000229404,0.0002615438,0.000174596,0.0001248529,0.00008309673],"domain_scores_gemma":[0.999688,0.00002441368,0.00004395387,0.0001534583,0.00003651938,0.00005359828],"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":[0.0003602978,0.003623974,0.01056863,0.00135614,0.001300219,0.0000214461,0.06816839,0.003685817,0.8502289,0.009385514,0.001064355,0.0502363],"study_design_scores_gemma":[0.002213629,0.003279287,0.03521818,0.0002068383,0.0003145781,0.00002480291,0.07193027,0.08383305,0.8001889,0.0002959068,0.0008847501,0.001609824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961054,0.0004426385,0.0003008879,9.349193e-7,0.0001038455,0.0004225188,0.000007070948,0.0004295161,0.002187244],"genre_scores_gemma":[0.9984991,0.000008619794,0.001021616,0.000002658232,0.00002882701,0.00004520711,0.0001264607,0.00004245973,0.0002250745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08014723,"threshold_uncertainty_score":0.694126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109760266890597,"score_gpt":0.301481620395227,"score_spread":0.2903840177263211,"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."}}