{"id":"W4211249110","doi":"10.1016/j.jobe.2022.104085","title":"Serviceability limit state model for fungal growth on wood materials in the built environment","year":2022,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Victoria University","keywords":"Serviceability (structure); Limit state design; Probabilistic logic; Roof; Engineering; Civil engineering; Environmental science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001788903,0.001251338,0.002333791,0.001537424,0.0008331009,0.002645013,0.002813445,0.00343553,0.009319694],"category_scores_gemma":[0.004760904,0.0007523209,0.001617827,0.0008127886,0.002285722,0.002485859,0.002109815,0.002118849,0.0009112087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347307,"about_ca_system_score_gemma":0.001766332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03250408,"about_ca_topic_score_gemma":0.01425436,"domain_scores_codex":[0.9993042,0.0001718101,0.00003115549,0.0001215154,0.000148558,0.0002227713],"domain_scores_gemma":[0.996851,0.001888337,0.00033059,0.0001710508,0.0005804886,0.0001784583],"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":[0.00005944683,0.00008300405,0.0007860925,0.00007785011,0.0000451879,0.0001517374,0.0001103866,0.9325814,0.001672035,0.06150894,0.0007025543,0.002221293],"study_design_scores_gemma":[0.00000435425,0.000006134003,0.00008162292,0.000002917645,0.000006461984,0.000006246723,0.00001150771,0.9947954,0.00007731235,0.004911812,0.00009100599,0.000005222579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2968312,0.001142049,0.6475729,0.002507164,0.0002368777,0.0001648282,0.001773358,0.0007886065,0.04898309],"genre_scores_gemma":[0.9645877,0.000361764,0.006922851,0.0001384651,0.00004010705,0.0001596329,0.0003559832,0.00009549931,0.02733804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03250408,"threshold_uncertainty_score":0.06462979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483630650367712,"score_gpt":0.2158602700036086,"score_spread":0.2010239634999315,"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."}}