{"id":"W2994824665","doi":"10.1111/gto.12290","title":"Wilfred Thesiger and the Umm as Samim, Oman","year":2019,"lang":"en","type":"article","venue":"Geology Today","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desert (philosophy); Geology; Peninsula; Archaeology; Arid; Quarter (Canadian coin); Paleontology; Physical geography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001891094,0.00007972823,0.0001194202,0.000007782377,0.0001015815,0.0000261031,0.0002518893,0.00008425731,0.0009183754],"category_scores_gemma":[0.00002776361,0.00001991012,0.00003512766,0.00008341687,0.0002568487,0.00004878674,0.0002112685,0.00007959453,0.0004710115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002415991,"about_ca_system_score_gemma":8.777185e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002529353,"about_ca_topic_score_gemma":0.0001633292,"domain_scores_codex":[0.9994395,0.00005590278,0.00007880016,0.0001787666,0.0000572673,0.000189795],"domain_scores_gemma":[0.9997,0.0001687252,0.0000337273,0.00007276096,0.0000104925,0.00001436752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002700103,0.00007291078,0.4914815,0.00001279268,0.0001353992,0.00002261121,0.0005262778,0.00000316748,0.02637648,0.281748,0.01373673,0.1856141],"study_design_scores_gemma":[0.0007404294,0.0002894911,0.6240579,0.000005715906,0.00002004242,0.0000143794,0.0008400214,0.00003547412,0.001507745,0.1078142,0.2644657,0.0002088477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505502,0.0001789856,4.23602e-7,0.02727871,0.0001086597,0.0001976715,7.415363e-7,0.000111676,0.02157295],"genre_scores_gemma":[0.9866708,0.00006669581,0.00001723264,0.0009956342,0.00004323576,0.00001344806,0.00000606236,3.761288e-7,0.01218653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.250729,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004731655253322342,"score_gpt":0.162345296959762,"score_spread":0.1576136417064397,"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."}}