{"id":"W4393056444","doi":"10.3390/buildings14030855","title":"Resistance Factor Spectra for the Ultimate Limit State of the National Building Code of Canada","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American University of Sharjah","keywords":"Limit state design; Limit (mathematics); Code (set theory); Resistance (ecology); State (computer science); Structural engineering; Factor (programming language); Engineering; Computer science; Mathematics; Programming language; Biology; Ecology","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":[0.0006444701,0.0004526076,0.0002159572,0.003406371,0.0005851976,0.0007310752,0.0006035644,0.0003127086,0.003634702],"category_scores_gemma":[0.00505092,0.0001481105,0.0002280348,0.002785225,0.0006003933,0.0004586223,0.0003443658,0.0003920085,0.000664517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007046879,"about_ca_system_score_gemma":0.003736783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6554477,"about_ca_topic_score_gemma":0.620039,"domain_scores_codex":[0.9983802,0.00005151753,0.00003837065,0.0001801477,0.001154553,0.0001952205],"domain_scores_gemma":[0.995223,0.0004648757,0.000314326,0.0001734324,0.003721927,0.0001024854],"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":[0.0008190198,0.0001337849,0.2451755,0.0005163788,0.00009236381,0.0007825281,0.003651292,0.241285,0.07812003,0.09007826,0.0341845,0.3051613],"study_design_scores_gemma":[0.00002832215,0.0002784122,0.5877258,0.0001661282,0.00007533366,0.0008820876,0.002582679,0.2468053,0.0440821,0.01480355,0.1022309,0.0003393633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7771437,0.001096821,0.04613455,0.0003321888,0.00004188858,0.000180189,0.01096576,0.001972066,0.1621328],"genre_scores_gemma":[0.9832477,0.0002236921,0.008417316,0.00003699019,0.000003320632,0.00004153544,0.002800616,0.0001076632,0.005121259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3445523,"threshold_uncertainty_score":0.6931628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009946778993967046,"score_gpt":0.2162235631550572,"score_spread":0.2062767841610902,"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."}}