{"id":"W4405899196","doi":"10.1016/j.istruc.2024.108155","title":"A state-of-the-art review of current code provisions for girders with flange holes","year":2024,"lang":"en","type":"review","venue":"Structures","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Flange; Girder; Current (fluid); Structural engineering; State (computer science); Code (set theory); Engineering; Forensic engineering; Computer science; Electrical engineering; Algorithm; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002481296,0.001165665,0.001239637,0.00742872,0.0006268674,0.001429779,0.002175181,0.001789584,0.008400393],"category_scores_gemma":[0.006238137,0.0006848788,0.000687419,0.005940594,0.001392739,0.00251846,0.001104736,0.001728966,0.00465568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388271,"about_ca_system_score_gemma":0.005551967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006538862,"about_ca_topic_score_gemma":0.01382391,"domain_scores_codex":[0.9982135,0.0001969277,0.0002061094,0.0001545487,0.001143058,0.00008581723],"domain_scores_gemma":[0.9955227,0.002076865,0.0005552038,0.0001608175,0.001577936,0.0001064616],"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":[0.00003013016,0.00006535949,0.0001777591,0.01879563,0.00002442327,0.00006203221,0.0000814036,0.0005897192,0.001467124,0.01492678,0.0864611,0.8773185],"study_design_scores_gemma":[0.000003559193,0.00003326963,0.0005193901,0.007597805,0.00003497547,0.0001301842,0.00003652035,0.00007053607,0.0004402375,0.001495661,0.9896238,0.00001391035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000510881,0.9770023,0.002450701,0.001281247,0.0009997595,0.00006904831,0.0004139506,0.0000710959,0.01720107],"genre_scores_gemma":[0.001675574,0.9890367,0.00301726,0.0009875488,0.0002715262,0.00004750009,0.0003881444,0.00003307926,0.004542518],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008400393,"threshold_uncertainty_score":0.0281021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363635408063433,"score_gpt":0.3346018803996137,"score_spread":0.3009655263189794,"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."}}