{"id":"W6939106680","doi":"10.60692/tzfda-htg66","title":"Sustainable Development of Recent High-Rise Timber Buildings","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Cross laminated timber; Sustainable development; Fire resistance; Green building; Logging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001801861,0.0001823776,0.000248369,0.0003064126,0.0001882104,0.0005690447,0.0003546815,0.00007959148,0.001055776],"category_scores_gemma":[0.00006438348,0.0001413013,0.00003683387,0.0004248397,0.00006072406,0.001157794,0.0001938325,0.00007887973,0.003130889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394567,"about_ca_system_score_gemma":0.0001945734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002995434,"about_ca_topic_score_gemma":1.074689e-7,"domain_scores_codex":[0.9978809,0.00008479461,0.0008653784,0.0002305121,0.0005490315,0.0003893859],"domain_scores_gemma":[0.9990281,0.00001314323,0.0002704357,0.0003196253,0.0002813374,0.00008729185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003507181,0.00002181698,0.01665346,0.02319778,0.0001092261,0.0001049076,0.8569588,0.02430893,0.02737586,0.04143032,0.003826956,0.005661231],"study_design_scores_gemma":[0.001674459,0.0002107288,0.02268722,0.00214505,0.00009791285,0.0002144247,0.05572344,0.0302243,0.7392601,0.00005592627,0.1459718,0.001734669],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426904,0.000008136683,0.05192561,0.00006283213,0.001178352,0.0003052936,0.00002315732,0.0004389085,0.003367261],"genre_scores_gemma":[0.9802805,1.565625e-7,0.01868393,0.00003050419,0.00005746886,0.00005399277,0.000007043363,0.00001266529,0.0008736952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8012354,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183203282927432,"score_gpt":0.2324221768420726,"score_spread":0.2141018485493293,"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."}}