{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003745116,0.000413153,0.0003027147,0.00793111,0.001460057,0.006446814,0.001282792,0.0005846,0.01595481],"category_scores_gemma":[0.01089076,0.0002097689,0.0003172607,0.02174705,0.001887651,0.003270917,0.001665309,0.0007538993,0.001522056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008598817,"about_ca_system_score_gemma":0.01591497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1693531,"about_ca_topic_score_gemma":0.2827672,"domain_scores_codex":[0.9939958,0.001626818,0.0002852266,0.0003455995,0.00346003,0.0002864839],"domain_scores_gemma":[0.9942913,0.002732623,0.0004581007,0.0003543995,0.001962733,0.000200796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001783578,0.00003657546,0.00965858,0.00280085,0.00002562085,0.0002341293,0.01640135,0.0008350394,0.0004899813,0.08915944,0.1530247,0.7273158],"study_design_scores_gemma":[0.000001999492,0.00001394604,0.01258161,0.002361423,0.00001197822,0.0001838482,0.01104263,0.00008949284,0.0001667602,0.001980333,0.9715506,0.00001520672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04153805,0.127008,0.006184652,0.0134723,0.0009392843,0.0001630296,0.004661549,0.0002943844,0.8057386],"genre_scores_gemma":[0.4581895,0.3621545,0.01497934,0.002666852,0.0004662396,0.0003197607,0.007824562,0.0003921619,0.1530071],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1693531,"threshold_uncertainty_score":0.3367348,"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."}}