{"id":"W4296348598","doi":"10.1142/s0218348x22501821","title":"FRACTAL EVIDENCE OF REACTIVE TRANSPORT IN GEOLOGIC SYSTEMS BASED ON MULTIPHASE FLOW HYDRAULIC MODELS PART II: THE BIOGEOCHEMICAL ASPECT","year":2022,"lang":"en","type":"article","venue":"Fractals","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Fractal; Fractal dimension; Porous medium; Porosity; Multiphase flow; Geology; Soil science; Mineralogy; Geotechnical engineering; Materials science; Environmental science; Petroleum engineering; Mechanics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006093208,0.0001562947,0.0002190181,0.0000642949,0.000253747,0.000009728157,0.0003169975,0.00006719161,0.004105625],"category_scores_gemma":[0.0001352761,0.0001182535,0.0001123938,0.0003395975,0.0001734977,0.0002710163,0.00009506812,0.000455888,0.00005122792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002797529,"about_ca_system_score_gemma":0.00003960175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002044903,"about_ca_topic_score_gemma":0.0001413231,"domain_scores_codex":[0.998261,0.0002413009,0.0003913917,0.0003644177,0.000498814,0.0002430633],"domain_scores_gemma":[0.99886,0.0005148356,0.0001916771,0.0003614031,0.00001448691,0.00005758871],"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":[0.0002901438,0.0006860545,0.01068743,0.000006758533,0.000009166546,0.00005550997,0.0006456911,0.9740983,0.01192603,0.0001051376,0.001039751,0.0004500315],"study_design_scores_gemma":[0.0007021749,0.0009164981,0.01587908,0.0000817761,0.00002901697,0.00004533161,0.0006873737,0.9647222,0.005736852,0.001310622,0.009544305,0.0003447724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788759,0.00008363998,0.0006835028,0.002237938,0.0002843686,0.0006294432,0.0001058981,0.0000466722,0.01705268],"genre_scores_gemma":[0.9984954,0.000008997238,0.0001239788,0.0007770552,0.00002967635,0.0002324556,0.0000640774,0.00000759243,0.0002607772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961954,"threshold_uncertainty_score":0.9968048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03479704786861406,"score_gpt":0.265449719633459,"score_spread":0.230652671764845,"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."}}