{"id":"W4242359796","doi":"10.1007/978-3-642-20617-7_100456","title":"Surface and Subsurface Characteristics","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Surface (topology); Geology; Environmental science; Geometry; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007208162,0.0002716216,0.0003085338,0.00002903022,0.00004001844,0.00002624576,0.00008113988,0.0003350187,0.0002107497],"category_scores_gemma":[0.000004952639,0.000258,0.00004411977,0.000006517148,0.00001069161,0.0000135275,0.00003902131,0.0002894722,0.0002670203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001985143,"about_ca_system_score_gemma":0.000006960848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001784877,"about_ca_topic_score_gemma":0.000004596513,"domain_scores_codex":[0.9993656,0.000002557998,0.0001888309,0.0001786615,0.0001036917,0.0001606688],"domain_scores_gemma":[0.9995792,0.00003741884,0.00003141725,0.0002302266,0.00003038746,0.00009134365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002081869,0.00001263417,0.00004151253,0.002344345,0.0006572524,0.00008266875,0.0005119402,0.009424932,0.004150006,0.8462951,0.06235236,0.07410647],"study_design_scores_gemma":[0.00015109,0.0000266193,0.0000116327,0.0001941938,0.00007324467,0.00002419245,0.000003556814,0.04693775,0.0003628106,0.002811532,0.9486345,0.0007688972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003055568,0.001822293,0.03416714,0.00004734161,0.001707192,0.0001750404,0.00007174328,0.001316917,0.9576368],"genre_scores_gemma":[0.0778599,0.002174242,0.001255359,0.00005078978,0.0002098554,5.604396e-7,0.0000372629,0.00016351,0.9182485],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8862821,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077655962790715,"score_gpt":0.1814119069346766,"score_spread":0.1706353473067694,"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."}}