{"id":"W2093102995","doi":"10.5539/jgg.v6n2p113","title":"Utilization of Space-Borne Imagery for Lithologic Mapping: A Case Study From Um Had Area, Central Eastern Desert, Egypt","year":2014,"lang":"en","type":"article","venue":"Journal of Geography and Geology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lithology; Geology; Thematic Mapper; Geochemistry; Geologic map; Mineralogy; Terrigenous sediment; Gneiss; Talc; Remote sensing; Geomorphology; Satellite imagery; Sedimentary rock; Metamorphic rock; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007418821,0.0001668486,0.0004362008,0.0002380112,0.0001203242,0.00004028978,0.0003643399,0.0001281267,0.00001766767],"category_scores_gemma":[0.0002581067,0.0001336189,0.0001795332,0.0002524885,0.0001579417,0.0002068153,0.0001527072,0.0001843958,4.049674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004019932,"about_ca_system_score_gemma":0.00003062432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001580294,"about_ca_topic_score_gemma":0.00003193417,"domain_scores_codex":[0.9985331,0.0001919413,0.0005299351,0.0002847881,0.0001354813,0.0003247528],"domain_scores_gemma":[0.9982598,0.0003559929,0.0006069431,0.0002825144,0.0003694671,0.0001252149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001063715,0.0004354592,0.9794816,0.00005568083,0.00017548,0.0008108642,0.001953976,0.0002184915,0.0004725143,0.0007925152,0.0001731075,0.01532394],"study_design_scores_gemma":[0.004393992,0.003437174,0.8904126,0.0001093523,0.0001785221,0.00823666,0.004555856,0.02873309,0.001125127,0.05077168,0.007550844,0.0004951201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7724352,0.0004514893,0.2252164,0.001225119,0.0002866333,0.0001445243,0.000002629838,0.00001399072,0.0002240571],"genre_scores_gemma":[0.9884838,0.00003504797,0.01118746,0.0001149877,0.0001119329,0.000005282439,0.000002486355,0.000002330309,0.00005660036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2160487,"threshold_uncertainty_score":0.5448821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050169928466441,"score_gpt":0.2517108912325028,"score_spread":0.2212091919478384,"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."}}