{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001425098,0.0000750069,0.00009971044,0.00001116507,0.0002333239,0.00001763111,0.00001342281,0.00004491383,0.0001303628],"category_scores_gemma":[0.000008065908,0.00006305295,0.00001324823,0.00002456508,0.00009335826,0.0001522309,0.00002656688,0.0000577313,0.000001117889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006567729,"about_ca_system_score_gemma":0.000004087401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001642676,"about_ca_topic_score_gemma":0.0001896388,"domain_scores_codex":[0.9994759,0.00004915162,0.0001217344,0.0001956874,0.00006971345,0.00008779785],"domain_scores_gemma":[0.9998472,0.00001399799,0.00003611515,0.0000578242,0.000003645107,0.00004115819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009851208,0.0001169158,0.3944932,0.0003761487,0.00008014301,0.000002517354,0.003369823,0.0009389657,0.2784046,0.000142746,0.000001613326,0.3219749],"study_design_scores_gemma":[0.0007570444,0.0003200958,0.7242573,0.00003338907,0.00003120281,0.00007258631,0.006132476,0.2007194,0.06535736,0.001974514,0.000142684,0.0002019331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944636,0.0009621283,0.00421782,0.00006617474,0.00003850086,0.0001794687,0.00004817528,0.000007518734,0.00001666203],"genre_scores_gemma":[0.9989318,0.0007388279,0.0002724839,0.00001048068,0.00001236742,0.000003112991,0.00001618687,0.000001564182,0.00001315513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3297641,"threshold_uncertainty_score":0.2571225,"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."}}