{"id":"W4225125124","doi":"10.11159/icsect22.133","title":"Inverted T-Beams in Structures: A Review","year":2022,"lang":"en","type":"review","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0006603946,0.001057907,0.001604513,0.003883923,0.0003590461,0.001148662,0.001027511,0.001197798,0.00484153],"category_scores_gemma":[0.0008676404,0.0005357285,0.0008383548,0.004090859,0.0004929841,0.001712192,0.000662675,0.001007546,0.001732648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004207081,"about_ca_system_score_gemma":0.001372088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843004,"about_ca_topic_score_gemma":0.002689318,"domain_scores_codex":[0.9997519,0.00003440293,0.00004357265,0.00005544216,0.00009505505,0.00001957403],"domain_scores_gemma":[0.9994005,0.0003485714,0.00009262081,0.0000166527,0.000116045,0.00002570974],"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":[0.00005954594,0.0001272435,0.0002769148,0.08635106,0.0001695889,0.0001946231,0.0001149192,0.0008836545,0.002627074,0.005084645,0.01658745,0.8875232],"study_design_scores_gemma":[0.00001299903,0.0001850309,0.001141056,0.01292936,0.0003568939,0.001034601,0.0001060988,0.0001813227,0.001140591,0.001604025,0.9812695,0.00003846724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001587287,0.9987611,0.0001239022,0.00006821579,0.00006975114,0.000005525608,0.00002281283,0.000005048455,0.000785062],"genre_scores_gemma":[0.0006324262,0.9987613,0.000226543,0.00005387655,0.00006052808,0.000005451857,0.00002661488,0.000001095435,0.000232069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00484153,"threshold_uncertainty_score":0.01619655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211045369532584,"score_gpt":0.2198633376340264,"score_spread":0.2077528839387006,"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."}}