{"id":"W4385351308","doi":"10.22227/1997-0935.2023.7.1055-1077","title":"Current directions of development of domestic regulatory and technical documentation in the field of timber construction considering foreign experience","year":2023,"lang":"en","type":"article","venue":"Vestnik MGSU","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Field (mathematics); Development (topology); Construction engineering; Engineering; Current (fluid); Architectural engineering; Business; Civil engineering; Computer science; Mathematics; Electrical engineering; Pure mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001269719,0.0000535889,0.0001016951,0.0001412148,0.00005781275,0.000006725434,0.00005641771,0.00002757097,0.00004519018],"category_scores_gemma":[0.00006104552,0.00004436571,0.00001394916,0.00007252592,0.0003844674,0.00007793312,0.00003627508,0.00007102721,0.000001573035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001544639,"about_ca_system_score_gemma":0.000015625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000174538,"about_ca_topic_score_gemma":0.00003670784,"domain_scores_codex":[0.9994547,0.00001803298,0.0002591184,0.00009341365,0.0001008502,0.00007392317],"domain_scores_gemma":[0.9995863,0.0001753145,0.0001190792,0.0001002266,0.00001058495,0.000008485111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006029524,0.0002606648,0.1547851,0.0004918216,0.00006775053,0.000009078288,0.1166593,0.0002570077,0.03831845,0.6349278,0.002719982,0.05144273],"study_design_scores_gemma":[0.001804293,0.000484169,0.7048799,0.001388708,0.0001079396,0.00009885942,0.1069366,0.0004304335,0.1023914,0.02811329,0.05269746,0.0006668934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982108,0.0001827512,0.0001112023,0.00004408985,0.00008120071,0.0001244587,0.000002922881,0.00003214586,0.001210404],"genre_scores_gemma":[0.9990185,0.00004341811,0.0008580454,0.000007768485,0.000009239011,0.00003367291,0.000003448072,0.000003725062,0.00002220856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6068146,"threshold_uncertainty_score":0.1809181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736297874197681,"score_gpt":0.2871141060460615,"score_spread":0.2597511273040847,"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."}}