{"id":"W1981129319","doi":"10.1006/jcis.2001.8064","title":"Stochastic Reconstruction of Particulate Media from Two-Dimensional Images","year":2002,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Porous Media Laboratory","keywords":"Microstructure; Materials science; SPHERES; Particulates; Autocorrelation; Mineralogy; Chord (peer-to-peer); Optics; Composite material; Computer science; Geology; Mathematics; Physics; Chemistry; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006466028,0.0005265647,0.0006496388,0.0008380169,0.000250963,0.00121612,0.000871648,0.001176412,0.0008840099],"category_scores_gemma":[0.002551733,0.0007057095,0.0007177298,0.0006529083,0.0007856884,0.0008894569,0.001050972,0.0008797948,0.000306615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006189313,"about_ca_system_score_gemma":0.0008915913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003294606,"about_ca_topic_score_gemma":0.002990778,"domain_scores_codex":[0.9998275,0.00003235919,0.000008984314,0.00002735921,0.00007620291,0.0000276857],"domain_scores_gemma":[0.9991436,0.000467776,0.0001067442,0.00009550893,0.0001122889,0.00007406862],"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":[0.0006204569,0.0001406499,0.00325376,0.0003299064,0.0001200798,0.0004084729,0.0001575203,0.8484635,0.07965969,0.01475757,0.001326387,0.05076207],"study_design_scores_gemma":[0.000009675529,0.000009367762,0.0003313221,0.000003472716,0.000003808373,0.00003760709,0.000007506183,0.9942775,0.003852957,0.001313487,0.0001445406,0.000008729658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1493911,0.0002779922,0.8479612,0.0003889425,0.0000465638,0.00004592616,0.0003018484,0.0005820488,0.001004386],"genre_scores_gemma":[0.8011249,0.0007159323,0.1948421,0.0001024465,0.00006769361,0.00007866057,0.0009653135,0.0001392072,0.001963694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003294606,"threshold_uncertainty_score":0.006550908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408196144531129,"score_gpt":0.2296172600993836,"score_spread":0.2155352986540723,"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."}}