{"id":"W2937995886","doi":"10.1007/978-3-030-14987-1_21","title":"The Biot Coefficient for a Low Permeability Geomaterial with a Heterogeneous Fabric","year":2019,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Biot number; Permeability (electromagnetism); Materials science; Geotechnical engineering; Geology; Mechanics; Physics; Chemistry","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":[0.0003075422,0.0006286626,0.0005800329,0.0001783769,0.0001733916,0.0001840495,0.0002908989,0.0003348741,0.00001244716],"category_scores_gemma":[0.00001383209,0.0005200739,0.0001297274,0.00005685513,0.0000234302,0.00008733322,0.0001991974,0.000374962,0.000005261457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565848,"about_ca_system_score_gemma":0.0000492609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005959179,"about_ca_topic_score_gemma":0.00007912058,"domain_scores_codex":[0.9980145,0.00000438783,0.0005046317,0.0005483652,0.0002376908,0.0006904767],"domain_scores_gemma":[0.9990628,0.00006740529,0.00008132515,0.0005925455,0.00008473759,0.0001111701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001295348,0.00001028888,6.652912e-7,0.001239222,0.0001675268,0.00001948228,0.00017996,0.9356676,0.001786188,0.056335,0.00001560199,0.004448955],"study_design_scores_gemma":[0.0006122469,0.0002795841,0.000001695573,0.0005509203,0.00005576411,0.00006557527,0.00003286656,0.9392532,0.001680626,0.003061188,0.05345284,0.0009535616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1959379,0.02327609,0.7454563,0.0002312444,0.01561687,0.009595005,0.0008370052,0.002059236,0.006990426],"genre_scores_gemma":[0.9817233,0.005830676,0.001759165,0.00003264501,0.0004896235,0.0003156246,0.00006847144,0.0006593033,0.009121165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7857855,"threshold_uncertainty_score":0.9997251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005735420640629689,"score_gpt":0.172028754450647,"score_spread":0.1662933338100173,"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."}}