{"id":"W2415816654","doi":"10.1680/jstbu.15.00009","title":"Experimentally based <i>q</i>-factor estimation of cross-laminated timber walls","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Structures and Buildings","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Cross laminated timber; Range (aeronautics); Structural engineering; Shear wall; Interpretation (philosophy); Engineering; Mathematics; Statistics; Computer science","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":[0.00005450745,0.0001719002,0.0002151893,0.00009670942,0.00004298018,0.00001949397,0.0001551647,0.0000880966,0.00003426589],"category_scores_gemma":[0.00005093768,0.00009873157,0.00007785607,0.0001376043,0.0002817028,0.0003907009,0.00003222643,0.00005307926,2.162523e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004123738,"about_ca_system_score_gemma":0.00001406493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001490122,"about_ca_topic_score_gemma":0.000001326065,"domain_scores_codex":[0.999255,0.000001639581,0.0002902619,0.0001178315,0.0002016021,0.0001336863],"domain_scores_gemma":[0.9996212,0.00001863656,0.0001261445,0.00007208185,0.0001269517,0.00003502154],"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":[0.00007998027,0.00002732392,0.00402328,0.0007264154,0.0001293801,1.647915e-7,0.0006087592,0.03077714,0.9460289,0.0150455,0.0001965418,0.002356561],"study_design_scores_gemma":[0.000745456,0.00007391166,0.007709978,0.0003134543,0.00003734476,0.000003870646,0.00002766944,0.00646785,0.9833416,0.0009107466,0.0002236849,0.0001444458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972906,0.0003184472,0.0009470477,0.0000580961,0.0001920916,0.0001716035,0.0000256927,0.00006490388,0.0009315437],"genre_scores_gemma":[0.9973893,0.00003586195,0.00249434,0.000005952706,0.00001730577,0.000004794764,0.000001512835,0.00001577283,0.00003514133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03731263,"threshold_uncertainty_score":0.4026157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007169600448158828,"score_gpt":0.2138777532600583,"score_spread":0.2067081528118994,"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."}}