{"id":"W4410899006","doi":"10.1007/978-981-96-2363-1_1","title":"Exploring Lithology and Reservoir Properties of Vendian Sandstones in East Siberia, Russia","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Lithology; Geology; Geochemistry; Mining engineering","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":[0.000212923,0.0002497767,0.0004573118,0.0002689756,0.00006319532,0.00002835517,0.0001055499,0.0001614933,0.00005297968],"category_scores_gemma":[0.00003635517,0.0002203944,0.00003290415,0.00008477464,0.00005924159,0.0002249104,0.0001252524,0.00027607,0.000002260349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008327608,"about_ca_system_score_gemma":0.00001534149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007478195,"about_ca_topic_score_gemma":0.004495005,"domain_scores_codex":[0.998912,0.00001034583,0.0003581397,0.0003281906,0.0001054042,0.0002859003],"domain_scores_gemma":[0.9996852,0.00002616722,0.00007255478,0.0001417439,0.00002272895,0.00005163066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001717048,0.00009988702,0.09039573,0.01247676,0.0005744662,0.0008147613,0.0191067,0.1112373,0.0009932145,0.4013712,0.00005288827,0.36116],"study_design_scores_gemma":[0.004479074,0.003392088,0.604583,0.01709094,0.0002766977,0.0002211008,0.008661717,0.08531886,0.00128354,0.1313828,0.1364295,0.00688071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435465,0.03699309,0.000131226,0.0008247481,0.001286871,0.0006047459,0.00006849693,0.00007901617,0.01646528],"genre_scores_gemma":[0.9804655,0.0169126,0.0003147159,0.00001428873,0.00005921027,0.00001158671,0.00001831678,0.000009570998,0.002194221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5141873,"threshold_uncertainty_score":0.8987424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610895801174889,"score_gpt":0.181551301903578,"score_spread":0.1354423438918291,"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."}}