{"id":"W4386973744","doi":"10.23977/jemm.2023.080403","title":"Review of Research on Corrugated Web Steel Beams","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Buckling; Structural engineering; Stiffness; Materials science; Bearing capacity; Load bearing; Shear (geology); Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008507359,0.0006866424,0.001061879,0.005261354,0.0003990267,0.001407847,0.0009105856,0.0008825794,0.006441159],"category_scores_gemma":[0.002109863,0.0004501892,0.0005602017,0.008264279,0.0005697791,0.002101142,0.0005135699,0.0007267846,0.002470949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008142281,"about_ca_system_score_gemma":0.002898678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423559,"about_ca_topic_score_gemma":0.004026777,"domain_scores_codex":[0.9995388,0.00006665541,0.00008490193,0.0001066547,0.0001695258,0.00003338113],"domain_scores_gemma":[0.9979564,0.0009159172,0.0002425067,0.00003972898,0.0007651155,0.00008047616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001202699,0.0001025937,0.001015555,0.05572705,0.0001690192,0.0003336523,0.0002763741,0.0008851406,0.002837829,0.007618286,0.05858713,0.8723271],"study_design_scores_gemma":[0.000007884511,0.0001257003,0.004109098,0.01816669,0.0002413057,0.001076999,0.0003646616,0.000195335,0.0007809401,0.002232086,0.9726658,0.00003351552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003987366,0.9961346,0.0004182659,0.0004923557,0.0004114068,0.000004824326,0.00005347118,0.000008094211,0.00207828],"genre_scores_gemma":[0.001747189,0.9965186,0.0004067363,0.0002555753,0.000329678,0.000005518557,0.00006776844,0.00000363013,0.0006653484],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006441159,"threshold_uncertainty_score":0.02154779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714806856186243,"score_gpt":0.2927090698140239,"score_spread":0.2655610012521615,"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."}}