{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005173516,0.00009717663,0.0002071049,0.0006836907,0.0001282361,0.00001356327,0.0003357732,0.00009849386,0.00005867117],"category_scores_gemma":[0.0001737225,0.0001458315,0.00005428068,0.001395703,0.000192053,0.0001268615,0.0001222669,0.0004736836,0.00003354956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003095989,"about_ca_system_score_gemma":0.0001069984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009409595,"about_ca_topic_score_gemma":0.0003053625,"domain_scores_codex":[0.9989929,0.00006282312,0.000140773,0.0001982062,0.0002586349,0.0003466637],"domain_scores_gemma":[0.9992623,0.0002181546,0.00001771412,0.0002642259,0.0001576403,0.00007999194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002587348,0.0003229216,0.1088838,0.00265002,0.00030193,0.0009575906,0.002284223,0.1517837,0.02238538,0.01120031,0.06061191,0.6383595],"study_design_scores_gemma":[0.00267937,0.000108391,0.377867,0.0009646792,0.00003418317,0.00005728729,0.00944656,0.4458832,0.000571239,0.001493101,0.1601188,0.0007761564],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8942863,0.0008173008,0.01679787,0.0004025327,0.0002757364,0.0002533651,0.00002369349,0.0003641356,0.08677906],"genre_scores_gemma":[0.9948684,0.00008528156,0.002725635,0.000002951871,0.00001343791,5.561264e-7,0.000003915233,0.00001186234,0.002287991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6375834,"threshold_uncertainty_score":0.5946833,"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."}}