{"id":"W2078638796","doi":"10.1016/j.lithos.2012.06.008","title":"An introduction to the application of X-ray microtomography to the three-dimensional study of igneous rocks","year":2012,"lang":"en","type":"article","venue":"Lithos","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":222,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Igneous rock; Geology; Visualization; Earth science; Igneous petrology; X-ray microtomography; Geochemistry; Tectonics; Seismology; Volcanism; Computer science; Data mining; Engineering geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002514139,0.0000948136,0.0001162279,0.00005387667,0.00008569567,0.000008087163,0.0002610669,0.00001295851,0.00001462322],"category_scores_gemma":[0.000004604648,0.00005885523,0.0000408266,0.0002742172,0.00002503454,0.00008720192,0.00006878766,0.00008746967,0.000007241394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007656981,"about_ca_system_score_gemma":0.000006920459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007588418,"about_ca_topic_score_gemma":0.00003237314,"domain_scores_codex":[0.9992927,0.00005485122,0.0001861942,0.0001706741,0.0001507486,0.0001447923],"domain_scores_gemma":[0.9990664,0.00003001716,0.0001050981,0.0006503192,0.0001023612,0.00004587727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001415439,0.00298788,0.7612416,0.00001377524,0.0001435778,8.726264e-8,0.01052744,0.006882417,0.05881367,0.004350767,0.004891572,0.1500056],"study_design_scores_gemma":[0.00110232,0.002438765,0.4889165,0.00005258435,0.0002961522,0.000004838653,0.008343476,0.001738242,0.269849,0.009620213,0.2166837,0.0009541673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7011473,0.00001848434,0.296738,0.0007092219,0.00006574828,0.001244291,0.00001315272,0.00003020422,0.0000335907],"genre_scores_gemma":[0.9877502,5.60729e-8,0.01112268,0.00005255729,0.0006793469,0.0003603516,0.00000863131,0.00001298716,0.00001323963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2866029,"threshold_uncertainty_score":0.2400047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006916077271621321,"score_gpt":0.2758716851838799,"score_spread":0.2689556079122586,"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."}}