{"id":"W2300246986","doi":"","title":"К вопросу об использовании полимерных материалов в строительстве подземных сооружений","year":2015,"lang":"ru","type":"article","venue":"Инженерный вестник Дона","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waterproofing; Durability; Potash; Forensic engineering; Groundwater; Mining engineering; Engineering; Environmental science; Geology; Geotechnical engineering; Civil engineering; Metallurgy; Materials science; Composite material","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001481356,0.001845398,0.001933009,0.0005933373,0.0002966281,0.0004304742,0.002042227,0.001659234,0.001878429],"category_scores_gemma":[0.00106825,0.001927353,0.0009032594,0.001968231,0.0002619966,0.0008117324,0.001093933,0.002699764,0.010309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008085616,"about_ca_system_score_gemma":0.0003045793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005008035,"about_ca_topic_score_gemma":0.0001042441,"domain_scores_codex":[0.9911196,0.0001705116,0.002075609,0.001761734,0.001772407,0.003100153],"domain_scores_gemma":[0.9935833,0.0003944086,0.0002995604,0.00251336,0.0004513929,0.002758035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004640617,0.001476531,0.0002723201,0.002187958,0.001646008,0.002579632,0.002614061,0.6404264,0.01407073,0.02294035,0.1373997,0.1739222],"study_design_scores_gemma":[0.005147221,0.0008309369,0.000309952,0.0009797341,0.0005973625,0.0005275666,0.001126015,0.138261,0.01033179,0.008735427,0.8282956,0.004857434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1810433,0.06205808,0.4811838,0.01934965,0.04179038,0.007120589,0.001239935,0.02247833,0.183736],"genre_scores_gemma":[0.9807917,0.000632451,0.005891247,0.0007300596,0.001964203,0.0001843713,0.0001335171,0.0006140249,0.00905842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7997485,"threshold_uncertainty_score":0.9996368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02287741160647284,"score_gpt":0.2002127461276352,"score_spread":0.1773353345211623,"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."}}