{"id":"W7117982554","doi":"10.1007/978-3-032-01074-2_15","title":"Structural and Environmental Feasibility of Wooden Foundations for Residential Buildings in British Columbia","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Foundation (evidence); Sustainability; Pile; Life-cycle assessment; Environmental impact assessment; Reinforced concrete; Shallow foundation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002999871,0.0001893105,0.0001772932,0.001112578,0.004635829,0.002161288,0.001071136,0.0004154326,0.006834551],"category_scores_gemma":[0.0009910729,0.000320309,0.0001755921,0.001822079,0.001147572,0.0004170424,0.0009672725,0.0005493805,0.0003668313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02231954,"about_ca_system_score_gemma":0.01632933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9800261,"about_ca_topic_score_gemma":0.998293,"domain_scores_codex":[0.9994579,0.00006476881,0.00001004932,0.00004685937,0.0002081855,0.00021234],"domain_scores_gemma":[0.9994078,0.00009138026,0.00003245666,0.00002140701,0.0003430116,0.0001040507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001194913,0.0004897819,0.5836144,0.0004877701,0.0001097125,0.006023349,0.01661388,0.0327182,0.0180438,0.02728563,0.01762912,0.2957895],"study_design_scores_gemma":[0.00002219344,0.0001239579,0.9152236,0.0002064143,0.00004993525,0.0003107689,0.03668941,0.00946648,0.002303797,0.001543095,0.03400113,0.00005920747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449338,0.0004199987,0.0002320179,0.0002931043,0.000007210781,0.00002828476,0.0003601896,0.00001353789,0.05371194],"genre_scores_gemma":[0.9794963,0.000319768,0.0003216217,0.0000210192,0.00000143279,0.000008477087,0.0001730983,0.00000727773,0.01965109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02231954,"threshold_uncertainty_score":0.1619403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00983078422864784,"score_gpt":0.1991809526095407,"score_spread":0.1893501683808928,"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."}}