{"id":"W4402455223","doi":"10.11159/mmme24.002","title":"Understanding Rock Multiphysics – Key Needs in Symbiotic Pursuit of Mining Critical Minerals and Transitioning Energy","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Multiphysics; Computer science; Mining engineering; Earth science; Geology; Engineering; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008414332,0.0003940416,0.0005238691,0.0003340823,0.0005809576,0.002007019,0.0008247226,0.001345889,0.00418026],"category_scores_gemma":[0.0009109409,0.0003166322,0.0004137034,0.0003235867,0.002247331,0.004890731,0.001364886,0.003337472,0.001102206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008695977,"about_ca_system_score_gemma":0.0008453393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007635429,"about_ca_topic_score_gemma":0.0009799391,"domain_scores_codex":[0.9997652,0.00004064634,0.000006525725,0.00004592754,0.00009258933,0.0000490716],"domain_scores_gemma":[0.9994684,0.0002103707,0.00004520712,0.00007150402,0.00009682292,0.0001077375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001208389,0.0002355981,0.002713993,0.001230727,0.00007086835,0.0003255678,0.001338076,0.03327441,0.08539646,0.7085904,0.02361305,0.1430901],"study_design_scores_gemma":[0.00001396622,0.000121437,0.002616716,0.0002917383,0.00001872149,0.0002225431,0.00109373,0.05357181,0.009290806,0.805261,0.1274085,0.00008914563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1669609,0.1426499,0.4216595,0.1259606,0.00344121,0.0001300634,0.0005347895,0.001888683,0.1367744],"genre_scores_gemma":[0.7516241,0.08356736,0.1213972,0.00467936,0.001443947,0.0001709911,0.0003014737,0.0005103617,0.0363053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00418026,"threshold_uncertainty_score":0.01398432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326756032657275,"score_gpt":0.1957618262891102,"score_spread":0.1824942659625374,"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."}}