{"id":"W4394722395","doi":"10.2138/gselements.20.2.140","title":"Association of Applied Geochemists","year":2024,"lang":"en","type":"article","venue":"Elements","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Geochemistry","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":[0.0001055847,0.00008201989,0.00008975197,0.00001423195,0.00003025655,0.00001083722,0.0001072106,0.00006471149,0.005669817],"category_scores_gemma":[0.00002337864,0.00008883393,0.00004133094,0.00006274305,0.00001303664,0.00003869404,0.00003018421,0.0001061853,0.000076528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315968,"about_ca_system_score_gemma":0.00002640806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.513245e-7,"about_ca_topic_score_gemma":3.097804e-7,"domain_scores_codex":[0.9992207,0.000001449077,0.000218631,0.000175917,0.0002372635,0.0001460285],"domain_scores_gemma":[0.9996899,0.00003207546,0.00007785347,0.0001501115,0.00001983076,0.00003020214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008812272,0.00004794127,0.0009866403,0.000535804,0.0001124046,0.000004658693,0.0001322075,0.000003756419,0.9770262,0.0002056504,0.01346065,0.007475309],"study_design_scores_gemma":[0.0001361701,0.000001292853,0.000004944449,0.00004729677,0.00001780076,2.724854e-7,0.00002665825,0.00002465254,0.6418628,0.0003322554,0.3574819,0.00006394251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3684993,0.0003001867,0.00003786184,0.00004016532,0.0002292883,0.00003071435,0.00006767991,0.00012062,0.6306742],"genre_scores_gemma":[0.9476646,0.00001654008,0.0003836031,0.00002063586,0.0001553807,0.0000186737,0.00008570922,0.00001358829,0.05164131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5791653,"threshold_uncertainty_score":0.9952391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00638188019603313,"score_gpt":0.2475577013954679,"score_spread":0.2411758211994347,"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."}}