{"id":"W7107867924","doi":"10.5281/zenodo.17510146","title":"The Global Flows of Iron from Lithosphere to Technosphere","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"NetCDF; Workflow; Preprocessor; Raw data; Source code; Lithosphere; Silhouette; Heat flow","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":["insufficient_payload"],"category_scores_codex":[0.000228121,0.0001837897,0.0001838078,0.00004775824,0.0008329906,0.0005714401,0.001204505,0.0001681673,0.004105851],"category_scores_gemma":[0.0003461637,0.0001734721,0.00006556691,0.0004732501,0.00005466586,0.00008458433,0.001254625,0.0004230516,0.001616112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002170826,"about_ca_system_score_gemma":0.000009180189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004536485,"about_ca_topic_score_gemma":0.00001004972,"domain_scores_codex":[0.9987292,0.0000858576,0.0003429259,0.0003189362,0.0003018384,0.0002212895],"domain_scores_gemma":[0.9987047,0.00003313107,0.00007949323,0.0006083157,0.0004664985,0.000107821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008909639,0.00009092228,0.000009404373,0.0005961401,0.0001852249,0.000004627141,0.0009501998,0.05882598,0.001763123,0.006790427,0.6292664,0.3014285],"study_design_scores_gemma":[0.0001214821,0.00003154966,0.0001404838,0.0001140026,0.00001834296,0.000003072696,0.0002894002,0.004859451,0.0009104167,0.001164715,0.9921822,0.0001648756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02531545,0.002552769,0.06938757,0.00165013,0.001248594,0.001385226,0.003293853,0.004245271,0.8909211],"genre_scores_gemma":[0.9699084,0.002876275,0.006997244,0.0002927519,0.000569426,0.000001041894,0.004474119,0.002520627,0.01236016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9445929,"threshold_uncertainty_score":0.9991612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765695389587668,"score_gpt":0.2509888767559722,"score_spread":0.2333319228600955,"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."}}