{"id":"W578787043","doi":"10.17226/13941","title":"Use of Geophysics for Transportation Projects","year":2006,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geophysics; Geology; Engineering; Computer science; Earth science","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"],"consensus_categories":[],"category_scores_codex":[0.000167334,0.0002895922,0.000497415,0.0002654861,0.0001057965,0.00003682492,0.0001477137,0.0003348124,0.00002219637],"category_scores_gemma":[0.00000727652,0.0002998218,0.0002284107,0.000075411,0.0002595626,0.00008849304,0.00000193477,0.0003653491,0.000008764657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007630623,"about_ca_system_score_gemma":0.0001574168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002458869,"about_ca_topic_score_gemma":0.001322486,"domain_scores_codex":[0.9980158,0.00002459004,0.0006772391,0.0003052649,0.0005904721,0.0003866558],"domain_scores_gemma":[0.9988387,0.0001895467,0.0001063628,0.000241493,0.000559694,0.0000641688],"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":[0.001605789,0.0002676694,0.0004437714,0.03666176,0.002165327,0.00008149344,0.003974498,0.03876966,0.06723081,0.2620767,0.523547,0.06317557],"study_design_scores_gemma":[0.001678233,0.0005635035,0.01344355,0.001148673,0.0004750378,3.707176e-7,0.0001220314,0.000575267,0.02497044,0.05792448,0.8976271,0.001471336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4944434,0.00113065,0.04075658,0.0002493191,0.00421211,0.02842022,0.04137776,0.005542192,0.3838677],"genre_scores_gemma":[0.1694547,0.0001815382,0.007330955,0.00002484534,0.0007900099,0.002339195,0.006489568,0.0004757413,0.8129135],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4290458,"threshold_uncertainty_score":0.9999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07561714093228292,"score_gpt":0.2839820056291918,"score_spread":0.2083648646969089,"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."}}