{"id":"W4394747308","doi":"10.62913/engj.v56i1.1144","title":"Discussion: Observations from Cyclic Tests on Deep, Wide-Flange Beam-Columns","year":2019,"lang":"en","type":"article","venue":"Engineering Journal","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flange; Quarter (Canadian coin); Beam (structure); Materials science; Geology; Structural engineering; Engineering; Composite material; History; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005638123,0.0005370324,0.0002622036,0.0005792293,0.001170346,0.0005742925,0.001031904,0.001612242,0.004803569],"category_scores_gemma":[0.001385188,0.000268905,0.0004206005,0.0006194583,0.0008798305,0.0005846582,0.0006495542,0.001423387,0.0007364921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004432856,"about_ca_system_score_gemma":0.0003019558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002782,"about_ca_topic_score_gemma":0.02026124,"domain_scores_codex":[0.9992356,0.0000368586,0.00003514551,0.0001067744,0.0004627306,0.0001228649],"domain_scores_gemma":[0.9987293,0.000260406,0.0001837202,0.0001864377,0.0005180298,0.0001221701],"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":[0.001352142,0.0001695716,0.02979344,0.0002402713,0.0000513936,0.0009962381,0.001472587,0.002153858,0.9245143,0.0001696868,0.01664387,0.02244261],"study_design_scores_gemma":[0.00009407163,0.001435017,0.4284703,0.00008742414,0.00008120006,0.001053664,0.002446579,0.002425656,0.5360659,0.0003143798,0.02736779,0.0001580334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9728732,0.0003774394,0.005888333,0.002076497,0.000442428,0.0001605435,0.003847543,0.0004745546,0.01385941],"genre_scores_gemma":[0.984901,0.0001877443,0.002318034,0.001165902,0.00009906621,0.00008531429,0.002167586,0.0001094668,0.008966012],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01002782,"threshold_uncertainty_score":0.01993889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007686760088113773,"score_gpt":0.188353324200256,"score_spread":0.1806665641121422,"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."}}