{"id":"W3164105379","doi":"10.5382/econgeo.4855","title":"A New Model for the Genesis of Carboniferous Mn Ores, Longtou Deposit, South China Block","year":2021,"lang":"en","type":"article","venue":"Economic Geology","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Geology; Carbonate; Carboniferous; Geochemistry; Clastic rock; Anoxic waters; Calcite; Rhodochrosite; Permian; Paleozoic; Paleontology; Sedimentary rock; Oceanography; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008782959,0.00009124624,0.0001895478,0.00001731505,0.00009451649,0.00001218697,0.0001872748,0.00005867997,0.001752942],"category_scores_gemma":[0.00001132485,0.00007125509,0.0001174811,0.00003829143,0.00004733801,0.00002665094,0.00002325331,0.00004800317,0.00004604107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000472868,"about_ca_system_score_gemma":0.0001178716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01570117,"about_ca_topic_score_gemma":0.02128575,"domain_scores_codex":[0.9993154,0.00001732088,0.0002060534,0.0002187755,0.00003028287,0.0002121369],"domain_scores_gemma":[0.9995614,0.00007025366,0.00008319526,0.0002099811,0.00001153965,0.00006365241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003986095,0.000007869226,0.5673973,0.00001738367,0.0001883895,0.000004606494,0.0005362703,0.4253123,0.00007164143,0.00003513118,0.001073747,0.00531549],"study_design_scores_gemma":[0.0004079439,0.00004444763,0.2331968,0.000002227254,0.0001541364,0.00005607806,0.0004058879,0.7616085,0.001935495,0.00167189,0.0003702657,0.0001462686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955636,0.001167105,0.001177097,0.0007136728,0.0001205047,0.00006549736,0.0001075908,0.000007525736,0.001077437],"genre_scores_gemma":[0.99559,0.00004367069,0.001318673,0.0001012194,0.0001013599,0.000001826944,0.0001291497,0.000002075587,0.002712029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3362962,"threshold_uncertainty_score":0.9991596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009146722050831401,"score_gpt":0.1808270483883481,"score_spread":0.1716803263375168,"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."}}