{"id":"W3104468081","doi":"10.71846/17-wcee-1465","title":"MASONRY PANEL TESTING IN MALAWI","year":2025,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Masonry; Forensic engineering; Engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006170516,0.0004197635,0.0001552026,0.0005931341,0.0006008384,0.0003676439,0.000458069,0.0004297344,0.003572102],"category_scores_gemma":[0.0005936986,0.0002039203,0.0001869746,0.0005209069,0.0004622148,0.0003385663,0.0006122975,0.0002314019,0.0002959893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002628391,"about_ca_system_score_gemma":0.0002928056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008428816,"about_ca_topic_score_gemma":0.03378221,"domain_scores_codex":[0.999658,0.00007723902,0.00002100593,0.00004474875,0.00009759692,0.000101456],"domain_scores_gemma":[0.9995981,0.00009570256,0.00005539996,0.00005130328,0.0001382468,0.00006122949],"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":[0.0009654344,0.0004824717,0.05828996,0.0004206909,0.00005730733,0.003101411,0.003947027,0.01483338,0.8759311,0.001738926,0.0009270292,0.03930534],"study_design_scores_gemma":[0.00009103581,0.006512356,0.4728761,0.0002713554,0.00009954705,0.001937509,0.007631184,0.02030528,0.4745962,0.0005339701,0.0150617,0.00008370711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953828,0.0001391366,0.001699221,0.00004875689,0.00000823245,0.0000617663,0.0001534102,0.00002328799,0.00248338],"genre_scores_gemma":[0.9955041,0.0001761433,0.00191126,0.0000295136,0.000002555199,0.00003027765,0.0001375577,0.000005194914,0.002203461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008428816,"threshold_uncertainty_score":0.01675951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06620357180239904,"score_gpt":0.2633760900532712,"score_spread":0.1971725182508721,"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."}}