{"id":"W4404410941","doi":"10.1109/pvsc57443.2024.10749126","title":"Low-Iron Sand Abundance Hindered by Supply Challenges","year":2024,"lang":"en","type":"article","venue":"","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abundance (ecology); Environmental science; Computer science; Business; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007093482,0.0005876155,0.0005731581,0.000916267,0.002207699,0.003475706,0.001619283,0.001635352,0.0432982],"category_scores_gemma":[0.001605594,0.000314044,0.0003808147,0.001224806,0.0007495925,0.003031583,0.002263892,0.001141498,0.01772445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599789,"about_ca_system_score_gemma":0.002340665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008207108,"about_ca_topic_score_gemma":0.01396166,"domain_scores_codex":[0.99901,0.00007392091,0.00004416184,0.0001788002,0.0004640653,0.0002289444],"domain_scores_gemma":[0.9987825,0.0001861101,0.000130152,0.00009858966,0.0006119867,0.0001906659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007648906,0.0003830609,0.02847004,0.002939489,0.00009875416,0.02026231,0.002951317,0.008163526,0.08516763,0.09066331,0.1624012,0.5977345],"study_design_scores_gemma":[0.00002419046,0.0001355013,0.004707243,0.0004278004,0.00005203315,0.003925749,0.004565866,0.006322918,0.02147295,0.02166885,0.9366353,0.0000615054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2429864,0.01302699,0.09327095,0.02400901,0.002196528,0.0003503338,0.00242649,0.003709263,0.618024],"genre_scores_gemma":[0.6790762,0.007965774,0.02975074,0.003423592,0.0005955079,0.0001588111,0.001935766,0.0007717682,0.2763219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0432982,"threshold_uncertainty_score":0.1448469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543906682279322,"score_gpt":0.2094454960045301,"score_spread":0.1940064291817369,"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."}}