{"id":"W4389748811","doi":"10.5267/j.esm.2023.10.004","title":"Conceptual design vulnerability assessment of the housing light roofs to strong winds","year":2023,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damages; Vulnerability assessment; Vulnerability (computing); Conceptual design; Roof; Computer science; Process (computing); Conceptual framework; Ranking (information retrieval); Architectural engineering; Environmental resource management; Risk analysis (engineering); Environmental science; Engineering; Civil engineering; Business; Artificial intelligence; Computer security","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":[0.001378444,0.0008652437,0.0005605104,0.001980095,0.0004629302,0.001517233,0.0009433918,0.000771223,0.004309938],"category_scores_gemma":[0.001652717,0.0004251356,0.0008404655,0.0007323945,0.0005863925,0.0008134879,0.001149303,0.0004236688,0.0003844091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001696,"about_ca_system_score_gemma":0.00123625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001959766,"about_ca_topic_score_gemma":0.002263941,"domain_scores_codex":[0.9993441,0.0002137718,0.00002822162,0.00005284001,0.0002959055,0.00006521586],"domain_scores_gemma":[0.9995046,0.0002098858,0.00004951748,0.00005006989,0.0001501496,0.00003582547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000171622,0.0001265373,0.005357396,0.0004858062,0.00005249623,0.000695738,0.0006050112,0.8576598,0.02597157,0.02333847,0.001008629,0.08452689],"study_design_scores_gemma":[0.00003387582,0.0004355369,0.00584821,0.0001087313,0.00006478674,0.0003099853,0.0007561498,0.9584272,0.0136714,0.01299644,0.007289712,0.00005793064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3459158,0.0003135478,0.6214779,0.0001415346,0.00003277542,0.0006122118,0.0005991851,0.0005973984,0.03030956],"genre_scores_gemma":[0.8148915,0.0005298975,0.1800143,0.00001797167,0.00001183444,0.0005277256,0.0004119518,0.00007563904,0.003519122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004309938,"threshold_uncertainty_score":0.01441824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998708393878272,"score_gpt":0.2577319727014108,"score_spread":0.2377448887626281,"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."}}