{"id":"W4230391349","doi":"10.12681/eadd/45312","title":"Ανάλυση αστοχιών γεωτεχνικών έργων θεωρητική ανάπτυξη, 3-διάστατη συμπεριφορά","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Engineering; Foundation (evidence); Parametric statistics; Geotechnical investigation; Geology; Structural engineering; Mathematics; Geography; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001773173,0.0007303805,0.0006677569,0.0004495877,0.000134791,0.0001809087,0.0006540114,0.0007092973,0.004590787],"category_scores_gemma":[0.00008298329,0.0006709661,0.0002806218,0.0004743011,0.00004427849,0.000185214,0.00005031371,0.0009703733,0.001474874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013218,"about_ca_system_score_gemma":0.00007789052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137475,"about_ca_topic_score_gemma":0.000643926,"domain_scores_codex":[0.9972614,0.00001916804,0.0005383047,0.0005546057,0.0007131705,0.0009133677],"domain_scores_gemma":[0.9986591,0.00007412333,0.00004994718,0.00069589,0.0002089017,0.0003120747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003109968,0.0001371554,0.0002838848,0.01014637,0.002318199,0.0002927511,0.004117143,0.01252605,0.04930606,0.006777193,0.6510493,0.2627349],"study_design_scores_gemma":[0.002253984,0.0005184013,0.02290672,0.001376441,0.0004008591,0.0001101495,0.001428288,0.0961542,0.06718741,0.00336505,0.7974495,0.00684901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4128807,0.003038828,0.0008180799,0.00005846245,0.008972929,0.000814333,0.0001102471,0.003360215,0.5699462],"genre_scores_gemma":[0.7813535,0.001219754,0.002328864,0.00004661018,0.00260235,0.0001733806,0.002584123,0.0005934208,0.209098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3684727,"threshold_uncertainty_score":0.9995742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005379291857121411,"score_gpt":0.2324670139578817,"score_spread":0.2270877221007603,"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."}}