{"id":"W1968092946","doi":"10.1007/s00024-006-0061-y","title":"Quantifying Damage, Saturation and Anisotropy in Cracked Rocks by Inverting Elastic Wave Velocities","year":2006,"lang":"en","type":"article","venue":"Pure and Applied Geophysics","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Anisotropy; Isotropy; Saturation (graph theory); Aspect ratio (aeronautics); Materials science; Mechanics; Geology; Composite material; Optics; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004155434,0.0001339443,0.000146937,0.00003594099,0.0000943244,0.00006474013,0.00002707144,0.00006575443,7.746669e-7],"category_scores_gemma":[0.000002648826,0.0001412758,0.00001301323,0.00008349135,0.000008765974,0.000094353,0.00002782467,0.0001412353,0.000001140177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653621,"about_ca_system_score_gemma":0.000004851847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004505563,"about_ca_topic_score_gemma":0.0000558506,"domain_scores_codex":[0.9994143,0.000003995971,0.0001659702,0.0001515466,0.00007658892,0.0001876281],"domain_scores_gemma":[0.9998427,0.00002709897,0.00002702985,0.0000637813,0.00001183729,0.00002757712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003403278,0.00004990036,0.0002866816,0.0004701476,0.00003690586,0.000006601247,0.002082287,0.1185592,0.787871,0.0491257,0.0008514267,0.04062609],"study_design_scores_gemma":[0.0007034229,0.00001956995,0.0007717632,0.00007111589,0.00002552558,0.000002093945,0.0004141321,0.9276485,0.03298711,0.03659097,0.0003361157,0.0004296117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572008,0.0003965694,0.04173298,0.0000137577,0.0000515372,0.00009815046,0.000006367397,0.00006995925,0.0004298471],"genre_scores_gemma":[0.9989112,0.0001079472,0.0007536801,0.00003134857,0.0001042786,0.00001403278,0.0000406648,0.00002316759,0.00001369302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8090894,"threshold_uncertainty_score":0.5761059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025571218829756,"score_gpt":0.189794673139804,"score_spread":0.1795389609515065,"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."}}