{"id":"W4407032280","doi":"10.5027/andgeov52n1-3675","title":"The Isomass Method: Verifying conserved elements in geochemically open geological processes","year":2025,"lang":"en","type":"article","venue":"Andean geology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"CHIST-ERA; Comisión Nacional de Investigación Científica y Tecnológica; Universidad de Chile; Agencia Nacional de Investigación y Desarrollo; Agenția Națională pentru Cercetare și Dezvoltare","keywords":"Geology; Element (criminal law); Conserved quantity; Set (abstract data type); Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003415579,0.0009165582,0.000670141,0.00335788,0.0007369456,0.001389749,0.001465126,0.001009669,0.002727722],"category_scores_gemma":[0.01038147,0.000373453,0.0007005208,0.001705149,0.001284589,0.001863764,0.00144988,0.0007524696,0.001111133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004852583,"about_ca_system_score_gemma":0.001330259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833297,"about_ca_topic_score_gemma":0.004417334,"domain_scores_codex":[0.998013,0.0003037071,0.0001506387,0.0005272503,0.0009062514,0.00009919579],"domain_scores_gemma":[0.9953779,0.00165219,0.0009710249,0.0009359161,0.0009564775,0.0001065248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002335731,0.0002870077,0.2304422,0.001543896,0.0005941982,0.001445593,0.001729985,0.09047224,0.1724479,0.02472583,0.007844062,0.4661313],"study_design_scores_gemma":[0.0002338886,0.0006210453,0.09389049,0.0002054254,0.0002093598,0.002089197,0.001191582,0.6188357,0.2097852,0.02935462,0.04336984,0.0002136599],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2046752,0.0008679813,0.7789323,0.0001265717,0.0001149606,0.0001696958,0.002354302,0.006738805,0.006020272],"genre_scores_gemma":[0.4893425,0.0002864846,0.5042914,0.00008896997,0.0000414863,0.0002279321,0.002999501,0.00107778,0.001644058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003833297,"threshold_uncertainty_score":0.01806355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581875585544021,"score_gpt":0.3152002508207756,"score_spread":0.2893814949653354,"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."}}