{"id":"W4200510009","doi":"10.24874/mvm.2021.47.03.01","title":"ENVIRONMENTAL PROBLEMS AND THEIR SOLUTION DURING CONSTRUCTION AND OPERATION OF ST. PETERSBURG BARRIER FLOOD PROTECTION","year":2021,"lang":"en","type":"article","venue":"Mobility and Vehicle Mechanics","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"St petersburg; Flood myth; Environmental protection; Environmental planning; Architectural engineering; Business; Environmental science; Geography; Engineering; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005432948,0.0002039296,0.00009383543,0.0004921103,0.001487211,0.001008088,0.0003233677,0.0006609475,0.001099745],"category_scores_gemma":[0.001142324,0.0001406039,0.0001689082,0.0005198516,0.0005942242,0.0005778146,0.000977539,0.0003580367,0.0001465799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675479,"about_ca_system_score_gemma":0.002004923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01822217,"about_ca_topic_score_gemma":0.03932869,"domain_scores_codex":[0.9993461,0.0001433606,0.00003584354,0.00008129678,0.0001983812,0.0001950455],"domain_scores_gemma":[0.9995188,0.0001090444,0.0001635092,0.00003357835,0.0001069218,0.00006829111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004398951,0.0003237955,0.672259,0.000529054,0.00008632188,0.02026182,0.01792018,0.0246219,0.0218998,0.006851686,0.006065744,0.2287409],"study_design_scores_gemma":[0.000008716216,0.0004598642,0.8975897,0.00009972186,0.00004093154,0.002088619,0.03773079,0.003668095,0.009354887,0.001697919,0.04721066,0.0000500531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910069,0.0002008576,0.001059155,0.0003609947,0.00002314907,0.0000471906,0.0001016098,0.00001505699,0.00718498],"genre_scores_gemma":[0.9955357,0.0002367327,0.0009086269,0.00002607512,0.000006727774,0.00001586101,0.00007943106,0.000005485182,0.003185235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01822217,"threshold_uncertainty_score":0.03623223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111894429806736,"score_gpt":0.1571476917175254,"score_spread":0.146028747419458,"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."}}