{"id":"W4405244929","doi":"10.46690/ager.2024.12.08","title":"Evolution of rock pore structure and physical properties due to acidification: Recent advances and future perspectives","year":2024,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Ocean acidification; Geology; Environmental science; Materials science; Climate change; Oceanography","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":[0.0001324791,0.0001132121,0.0001559696,0.0002175877,0.00007771248,0.0000404486,0.0001009661,0.00005800187,0.000005533842],"category_scores_gemma":[0.00002943932,0.00009234249,0.00001479048,0.000474871,0.00003242657,0.0004272391,0.00007759416,0.0002497184,5.040515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013095,"about_ca_system_score_gemma":0.00003281069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180277,"about_ca_topic_score_gemma":0.00007475432,"domain_scores_codex":[0.9990247,0.00003855213,0.0001336939,0.0002979721,0.0002631665,0.0002419083],"domain_scores_gemma":[0.9996039,0.00003837163,0.000009303893,0.0001404774,0.0001439278,0.00006406433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009288614,0.00003767084,0.00003768668,0.00106031,0.00003082473,0.00001703721,0.008400945,0.331602,0.04666341,0.1075412,0.00007328316,0.5044428],"study_design_scores_gemma":[0.0002390135,0.0002448245,0.0001488017,0.0004567106,0.000008842322,0.00003469528,0.01717967,0.69702,0.03117398,0.0486001,0.2045269,0.000366456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3748021,0.6132305,0.01029412,0.0005879788,0.0003022343,0.0001891882,0.00001537223,0.00007796984,0.0005005061],"genre_scores_gemma":[0.920844,0.07827126,0.0004001017,0.000002391374,0.0003773018,0.00003716582,0.000003679012,0.00001878633,0.00004536083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5460418,"threshold_uncertainty_score":0.3765618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704117413077419,"score_gpt":0.2971011499622591,"score_spread":0.2800599758314849,"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."}}